diff --git a/cmd/aiscan/profile.go b/cmd/aiscan/profile.go
index ed44665ff..bf7ee7792 100644
--- a/cmd/aiscan/profile.go
+++ b/cmd/aiscan/profile.go
@@ -28,6 +28,7 @@ import (
 	nativeext "github.com/chainreactors/cyber/exts/native"
 	nodeext "github.com/chainreactors/cyber/exts/node"
 	observeext "github.com/chainreactors/cyber/exts/observe"
+	otelext "github.com/chainreactors/cyber/exts/otel"
 	proxyext "github.com/chainreactors/cyber/exts/proxy"
 	ptyext "github.com/chainreactors/cyber/exts/pty"
 	recapext "github.com/chainreactors/cyber/exts/recap"
@@ -188,8 +189,27 @@ func buildAIScanProfile(config config) (*aiscanProfile, error) {
 		}
 		values = append(values, output)
 	}
-	if len(config.Observe) > 0 {
-		observer, err := observeext.New(observeext.Options{Kinds: config.Observe})
+	lookup := envLookup(config.Option)
+	options, err := otelext.OptionsFromEnv(lookup)
+	if err != nil {
+		return nil, err
+	}
+	otelEnabled := options.Endpoint != "" || options.TraceEndpoint != "" || options.LogEndpoint != "" || options.MetricEndpoint != ""
+	if otelEnabled {
+		options.ProviderName = config.Base.Provider.Config.Provider
+		observer, err := otelext.New(options)
+		if err != nil {
+			return nil, err
+		}
+		values = append(values, observer)
+	}
+	observeKinds := config.Observe
+	// Export existing operation facts whenever any OTel signal is configured.
+	if otelEnabled && len(observeKinds) == 0 {
+		observeKinds = []observeext.Kind{observeext.Tools, observeext.Commands, observeext.Processes}
+	}
+	if len(observeKinds) > 0 {
+		observer, err := observeext.New(observeext.Options{Kinds: observeKinds})
 		if err != nil {
 			return nil, err
 		}
diff --git a/docs/README.md b/docs/README.md
index bc2df376a..7cd6e09b8 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -21,6 +21,8 @@ cyber-harness 将模型、工具和运行环境组合为可以持续执行任务
 
 ## 开发者指南
 
+现有 AOP 接入 OpenTelemetry、Agent 生命周期、token/工具计量和 SigNoz / Phoenix 配置见[Agent 可观测性](observability.md)。
+
 [开发者指南](development.md)从可运行的 Go 工具组合推进到会话应用；[扩展开发](developer/extensions.md)说明工具、命令、知识与共享服务的贡献方式；[宿主集成](developer/hosting.md)说明生命周期及终端、Web、协议和协作接入。
 
 构建入口、产物和依赖见[源码构建](../README_CN.md#构建与嵌入)，选择所需能力见[自定义最小应用](../README_CN.md#自定义最小应用)。非 Go 客户端见[第三方语言集成](integration.md)，字段与错误语义见[API 参考](api.md)。
diff --git a/docs/observability.md b/docs/observability.md
new file mode 100644
index 000000000..8a1f49bf1
--- /dev/null
+++ b/docs/observability.md
@@ -0,0 +1,161 @@
+# Agent 可观测性：现有 AOP 接入 OTel
+
+状态：2026-10-11，工作区已实现 traces / logs / metrics 并完成 SigNoz / Phoenix 本地验收。本文的验收记录来自本地工作区，测试和验收脚本保留在本地。运行方式见[接入示例](../examples/observability/README.md)。
+
+现有 AOP 是采集输入，`exts/otel` 是转换和导出边界。Agent、工具和机制继续发布已有事件；OTel 扩展解释这些事实，生成兼容 GenAI / OpenInference 的 span、关联日志和指标。经同一个 Collector，traces 写入 SigNoz 和 Phoenix，logs / metrics 写入 SigNoz。
+
+AOP protobuf 继续服务于 UI、归档、回放和扩展通信。trace/span ID 由独立 OTel SDK 在消费时生成；标准属性属于导出协议，不要求业务侧新增 OTel hooks。
+
+```mermaid
+flowchart LR
+    Agent[Agent / Session] --> AOP[现有 AOP Stream]
+    Observe[observe 工具与资源事件] --> AOP
+    Mechanisms[compact / eval / JEV / guardrail] --> AOP
+    AOP --> Bridge[exts/otel AOP bridge]
+    Bridge --> SDK[独立 Trace / Log / Metric SDK]
+    SDK --> Collector[Collector]
+    Collector -->|traces / logs / metrics| SigNoz
+    Collector -->|traces| Phoenix
+```
+
+## Pi 参考
+
+主要参考 [NikiforovAll/pi-otel](https://github.com/NikiforovAll/pi-otel/tree/bf00f530d3667375a5317a0f425d0918e6cfac7e)，并对照 [stnly/pi-otel](https://github.com/stnly/pi-otel/tree/398d40a72a1ba3a599e8596f26c3f148df1e7296)。两者是 Pi 生态扩展，各自有独立实现。
+
+| Pi 的做法 | Cyber 接入方式 |
+| --- | --- |
+| interaction / LLM / tool 生命周期 | 消费已有 Session、Turn、llm_request、operation 生命周期 |
+| assistant 消息完成与稍后到达的 usage 分开 | LLM 优先结束于 assistant 消息时间，避免计入工具耗时 |
+| 按 call ID 关联并行工具 | 使用已有 operation.Ref 的 operation_id、parent_operation_id、call_id |
+| compact/retry/cancel 与因果关联 | 解释现有 status、typed Any、失败和 delegation 信息；缺失事实标注未知 |
+| OpenInference / GenAI 与内容开关 | bridge 同时投影，业务层不引入产品 SDK |
+| metrics/logs | 在同一 AOP 消费边界投影；与 traces 共享 Resource 和关联上下文 |
+| shell W3C 传播 | 当前尚未实现跨进程传播 |
+
+语义固定到 [OTel GenAI v1.41.0 完整发布文档](https://github.com/open-telemetry/semantic-conventions/tree/v1.41.0/docs/gen-ai)，同时核对 [Agent spans](https://github.com/open-telemetry/semantic-conventions/blob/v1.41.0/docs/gen-ai/gen-ai-agent-spans.md)、[模型 spans](https://github.com/open-telemetry/semantic-conventions/blob/v1.41.0/docs/gen-ai/gen-ai-spans.md)、[metrics](https://github.com/open-telemetry/semantic-conventions/blob/v1.41.0/docs/gen-ai/gen-ai-metrics.md)及[错误记录](https://github.com/open-telemetry/semantic-conventions/blob/v1.43.0/docs/general/recording-errors.md)。Pi 提供生命周期与关联设计参考；其历史自定义字段不自动成为标准字段。
+
+GenAI 仍在演进，新仓库中的 inference duration 等定义需要单独迁移。当前三信号 instrumentation version 为 `0.2.0`，Resource 中 `cyber.otel.gen_ai.version=1.41.0` 标明语义口径。SDK 版本独立管理，不宣称覆盖所有 GenAI 可选字段。
+
+## 代码边界
+
+| 文件 | 职责 |
+| --- | --- |
+| [extension.go](../exts/otel/extension.go) | 订阅、clone、队列、独立 SDK、exporter、Flush/Close 与错误反馈 |
+| [bridge.go](../exts/otel/bridge.go) | AOP 关联状态、父子关系、来源 links、完成上下文与去重缓存 |
+| [events.go](../exts/otel/events.go) | 原有 Session / Turn / operation / LLM / usage 转换 |
+| [mechanisms.go](../exts/otel/mechanisms.go) | 原有 compact/eval/budget status、JEV RuntimeEvent、guardrail Review 适配 |
+| [signals.go](../exts/otel/signals.go) | 包装 span 投影，按开始/结束生成日志、计数和耗时；独立于 trace 采样 |
+| [lifecycle.go](../exts/otel/lifecycle.go) | Session 生命周期与 accepted AOP fact 日志；选择相关 trace/span |
+| [providers.go](../exts/otel/providers.go) | 独立 Log/Metric SDK、导出错误与订阅丢弃反馈 |
+| [options.go](../exts/otel/options.go) | OTLP 环境配置优先级、完整 signal URL 与支持协议的校验 |
+
+转换器只接收 `*aop.Event`，不读取 Agent、provider、hooks、调用栈或其他扩展运行时对象。JEV/guardrail 根据现有 Any full name 和已注册 protobuf descriptor 解码；OTel 生产代码不导入它们的实现。未识别或未注册的扩展保留为 AOP fact，并记录 type name。
+
+## 现有事实的映射
+
+| AOP 输入 | OTel 输出与语义 |
+| --- | --- |
+| SessionStarted / SessionEnded / DelegationDetail | 保存 model、父 Session/call、Agent 类型与运行模式；记录 started/completed 日志、活跃数与生命周期耗时；不创建长期 Session 根 span |
+| TurnStarted / TurnEnded | `invoke_agent [agent name]`，INTERNAL / AGENT；标准 operation、conversation ID、已知 Agent name/id，以及 stop_reason、context_tokens、最终错误和汇总 usage |
+| operation.Started / Completed + Ref | 工具为 `execute_tool <name>`，INTERNAL / TOOL，标准 operation/tool name/call ID；command/process 为 CHAIN 子操作；按显式 parent_operation_id 关联，Completed.StartedAt 支持缺开始事件的重建 |
+| Completed.Failure | 执行 ERROR、有限分类 `error.type`、failure.kind、异常事件；无 StartedAt 且未见 Started 时标记 start_missing |
+| llm_request + LLMRequestDetail | `chat [model]`，CLIENT / LLM；标准 operation/provider、已知 request model、max_tokens、stream，以及 cyber 消息数和请求序号 |
+| assistant Message + Usage | 消息时间用于结束模型，usage 到达后补计量；未见响应时结束时间标记 estimated |
+| compact_start/end/error + CompactDetail | `agent.compact` CHAIN，压缩前后 context tokens、保留消息数、错误 |
+| eval_start/end/error + EvalDetail | `agent.eval` CHAIN，round/max_rounds/pass；pass=false 不自动标为运行错误 |
+| token_budget_warning + BudgetWarning | 结构化事件，包含 context_tokens 和 token_budget |
+| Recap | 已完成展示文本对应 AOP fact，不虚构模型调用或耗时 |
+| JEV DecisionRequest / DecisionResult | `jev.decision` CLIENT / LLM，自定义 operation `evaluate`、provider `jev`；request_id、purpose、usage、错误；内部 HTTP 重试按 logical_request 计量 |
+| JEV Generation | 按 request_id / parent_request_id 建立层次；compiler_round、claim_llm、parameters_llm 为 CLIENT / LLM、operation `chat`、provider `unknown`；validation 为 CHAIN |
+| JEV reflex_llm | 编译汇总 CHAIN，usage 仅用 cyber.tokens.*；不再次累计 compiler_round 的标准 token |
+| JEV observation / dispatch / result / handoff / library change 等 | 前台为 AOP fact，后台为带来源关联的即时 span |
+| guardrail Review pending / resolved | `guardrail.review` 等待 span，action/state/resolution_source；拒绝、过期、取消是策略 outcome，工具 Failure 另行表达 |
+| 其他 file / HTTP / 扩展事实 | 附到明确的活动 operation 或 Turn；迟到事实保留来源，不延长已结束 Turn |
+
+`gen_ai.provider.name` 表示客户端接口的 provider dialect。正式 CLI 取宿主配置，通常为 `openai` / `anthropic`；兼容网关的上游供应商不能从模型名推断。嵌入宿主用 `Options.ProviderName` 提供，未提供为 `unknown`。配置在扩展加载时固定，不能反映运行中的 provider reload。JEV 的模型事实缺少 provider/model 信息时保留未知，不借用主 Agent 配置。
+
+JEV 沿用框架约定的 `jev.<purpose>` span 名称；`evaluate` 是自定义 operation，而非 v1.41 的预定义值。请求 effort 使用 `cyber.jev.requested_effort`。成功 span 不写 `error.type`；已恢复的 retry/业务错误保留为事实，terminal failure 才设置 ERROR 和有限的错误分类。工具失败或工具阶段取消不污染已完成的模型响应。
+
+## 关联、后台与重复事件
+
+工具、命令、进程用 operation ID 索引；call ID 的执行上下文只指向真实工具，不被继承同一 call ID 的 command/process 覆盖。已结束操作的 SpanContext 暂存，因此父操作导出后到达的子操作仍可关联。父 Started 从未观察到且无可用上下文时退回 Turn 并标记 parent.missing。
+
+主模型和工具是 invocation 下的兄弟 span。assistant 消息中的真实 tool-call ID 对应触发模型，工具按精确匹配添加 source link；无匹配时不猜最近模型。不同 call ID 的并行工具独立关联。
+
+同步子 Agent 用 SessionStarted.parent_session_id / parent_tool_call_id 查找父工具并加入同一 trace。background delegation 新建 trace，link 到父工具。缺父工具时保留业务父 ID 和 missing 标记。context_mode=fork/fresh 作为属性保存，不等同于前台/后台运行模式。
+
+JEV background=true 不表示源 Turn 仍在执行。后台 request 新建 trace 并 link 到已知源 Turn，compiler rounds 按 parent_request_id 加入编译 trace。源 Turn 未观察到时独立运行并标记 source.missing，不伪造 TurnStarted。完成的 Turn 不因迟到事件重开；迟到 fact 使用即时 span 和来源 link。
+
+标准 OTel links 同时投影 `cyber.source.trace_id` / `cyber.source.span_id` 属性。Phoenix 20.20.0 的 REST/GraphQL Span 接口不暴露 links，因此验收检查 SigNoz 原生 links 和 Phoenix 来源属性，不宣称已验证 Phoenix 原生 link 展示。
+
+event ID、完成 Turn、完成 scope、结束 Session、工具执行/来源 context 缓存各保留最近 4096 个身份。窗口内重复 ID 和重复 completion 不重复导出；缓存淘汰后不保证任意历史重放的全局幂等。消费者按交付顺序处理，保留 Event.seq 属性，当前不实现任意乱序重排。
+
+## 模型计量
+
+普通请求只在对应 LLM span 写入 `llm.token_count.prompt/completion/total` 和 `gen_ai.usage.input_tokens/output_tokens`。Turn 总计只用 `cyber.tokens.*`，避免根和叶重复累计。
+
+主循环一次逻辑调用包含自动重试。首次 llm_request 打开一个 LLM span，在 Usage 到达前的重试记在同一 span 上，`cyber.llm.observed_attempts` 保留观察次数；累计 usage 只写一次，duration 与 token histogram 使用同一逻辑调用单位。span 的结束时间取最后一次有效 assistant 响应，Usage 晚于工具不延长模型耗时。空 assistant 消息代表丢弃的流式响应，清除该结束时间和输出；未见响应时标记 `cyber.llm.end_estimated`。
+
+已经观察到有效响应、但 Usage 前又出现请求时，现有 AOP 无法证明是否属于同一调用，标记 `cyber.llm.grouping.uncertain`。缺少响应且最终无法收尾的请求标记 incomplete。`Usage.Model` 来自配置别名，只能说明 request model；没有真实响应模型事实时省略 `gen_ai.response.model`。
+
+`cache_read`、`cache_write`、`reasoning` 分别投影到 GenAI cache read、cache creation、reasoning token 属性，原 detail 保留在 `cyber.usage.detail.*`。缓存与 reasoning 是 input/output 的子集，不额外相加。`usage_missing` 表示覆盖不完整：部分 attempts 缺失时保留已报告 tokens；全部缺失或没有 Usage 时不写虚构的标准 0 tokens。
+
+compiler_round 是 JEV 编译的模型计量来源；reflex_llm 汇总永远不再次写标准计数，包括汇总先到、round 后到的情况。旧版只有汇总的记录展示 cyber.tokens.*，无法证明原子调用覆盖。decision 和其他 generation 的 usage 口径来自原有事件，不声称已拆分内部 provider attempts。
+
+## 日志、指标与 Agent 生命周期
+
+每个窗口内去重后的非流式 AOP fact 生成一条结构化日志，保存 event ID、seq、Session/Turn、类型和已有执行元数据。scope 开始/结束另外生成投影日志，区分收到的事实与推导的生命周期。日志带唯一 `cyber.log.id`；Turn、模型、工具、机制日志关联相应 trace/span，迟到事实使用保留上下文。Session 开始尚无 Turn 时用 Session ID 关联，不伪造 trace。这不是对任意应用 stdout 或现有 logger 的自动采集。
+
+Session 日志为 `agent.session.started/completed/incomplete`，Turn 为 `agent.turn.started/completed/incomplete`。完成日志的 `cyber.outcome` 表达 success / error / canceled / incomplete；guardrail 另支持 rejected / expired。SessionEnded 立即收尾该 Session 拥有的孤儿 Turn/scope，标记 incomplete，并保留终态防止迟到事实重开。不同 Session 的后台子 Agent 依其自身生命周期结束。Close 对剩余工作收尾。工具失败不会自动把最终成功的 Turn 记作失败。
+
+| 指标 | 口径 |
+| --- | --- |
+| `cyber.aop.events` / `cyber.otel.events.dropped` | 已消费且去重的事实 / Flush 或 Close 观察到的订阅丢弃 |
+| `cyber.agent.sessions` | Session 生命周期转换，按 `cyber.lifecycle.state` 区分 started / completed / incomplete；不能把开始和结束相加当 Session 数 |
+| `cyber.agent.sessions.active` / `cyber.agent.session.duration` | 已观察到开始且未关闭的 Session 数 / 生命周期秒数 |
+| `cyber.agent.turns` / `.active` / `cyber.agent.turn.duration` | 完成 Turn 数与 outcome / 活跃数 / 秒数 |
+| `cyber.scope.completed` / `.active` / `.duration` | tool / command / process / compact / eval / guardrail / JEV 等 scope 的完成、活跃和秒数 |
+| `cyber.model.requests` / `cyber.model.usage.missing` | 逻辑模型调用及未报告完整 usage 的调用；自动重试合并，编译汇总不计请求 |
+| `cyber.model.tokens` | 模型叶子已报告 usage；`gen_ai.token.type=input/output/total`，总量只筛 total，不能将三个类型相加 |
+| `gen_ai.client.operation.duration` / `gen_ai.client.token.usage` | 同一逻辑模型调用的耗时秒数 / input、output token histogram；估算结束时间在 trace/log 标注 |
+
+标准模型指标使用 operation/provider、已知 request model 标签；failed duration 的 `error.type` 与 span 一致。token histogram 只使用 input/output，且只计 LLM 叶子。duration buckets 采用 v1.41 推荐的 `0.01 × 2ⁿ`（n=0…13）秒，token buckets 为 `1 × 4ⁿ`（n=0…13）。
+
+自定义指标补充有限的 scope kind、outcome、state、token type、usage scope，不把 Session/Turn/operation ID 或命令文本放入指标维度。三个信号共享 `service.name`、每个扩展实例的 `service.instance.id` 和 project Resource；SDK 合并 `OTEL_RESOURCE_ATTRIBUTES`，宿主可用 `ResourceAttributes` 覆盖。日志/指标在 span 投影时产生，关闭 trace 采样仍保留生命周期和 usage；此时关联的 trace ID 不保证有已导出的 trace。
+
+设置 `Options.Endpoint` 默认启用三种信号，分别发送至基地址的 `/v1/traces`、`/v1/logs`、`/v1/metrics`。`TraceEndpoint` / `LogEndpoint` / `MetricEndpoint` 是完整 URL，覆盖全局基地址并保留原路径；也可以单独启用任一种信号。嵌入宿主可设 `DisableLogs` / `DisableMetrics` 或传入独立 exporter，扩展拥有其关闭生命周期。MetricInterval 默认 10 秒；Flush / Close 也导出一次。
+
+CLI 的 `OptionsFromEnv` 遵循 [OTLP exporter 配置优先级](https://github.com/open-telemetry/opentelemetry-specification/blob/v1.55.0/specification/protocol/exporter.md)：signal-specific endpoint/protocol 优先全局设置，仅全局 endpoint 追加 signal 路径。目前支持 `http/protobuf`，显式配置其他协议会报错。headers、证书、resource 和 trace sampling 使用 SDK 的环境配置；exporter 与 batch export timeout 固定为 5 秒，不宣称完整透传 OTLP timeout 环境变量。
+
+## 内容、队列与关闭
+
+默认导出关联、执行元数据和 usage。`CaptureContent=true` 才导出消息、机制 output、delegation task 和事件 payload，截断到 4096 字节边界并保持 UTF-8；截断 payload 作为文本，不保证仍是完整 JSON。没有新增自动脱敏或内容分级系统。
+
+input 是最近用户消息，不是 provider 最终有效请求快照。delta 和 raw provider frames 不进入三个信号；辅助机制请求正文没有在现有 AOP 中完整记录。内容开关同样约束日志。
+
+订阅默认 512 条、16 MiB，发布端不等待网络导出。Trace SDK batch queue 2048，队满可阻塞异步消费者；AOP 订阅队满则丢弃，由 Flush/Close 报告 signals incomplete，同时记录丢弃指标和 warning 日志。Log SDK batch queue 2048，饱和时可能丢日志；当前未接入 SDK 内部丢弃计数，因此不宣称在过载时完整无损。三个 checked exporter 保留异步导出错误并通过 Flush/Close 返回。独立 SDK 不改变全局 provider。
+
+Flush 先排空事件，再刷新已完成 spans、日志和指标，不强行结束运行中的任务。Close 排空订阅，将未结束 Session/scope/Turn 标记 incomplete 并减少活跃数，最后关闭三个 SDK。调用者应先关闭生产者与后台工作，再关闭 OTel。
+
+SDK Shutdown 是一次性操作，扩展拥有其清理 goroutine。调用者超时返回 `ErrCloseIncomplete`，清理继续；后续 Close 可以等待同一次清理完成。已完成 shutdown 的 exporter timeout 保留诊断，但不能使 extension.Set 误认为资源仍未释放。Set 也负责部分 Load 失败后的 Close。
+
+## 已验证与当前边界
+
+- 真实 StandardLoop / Session / 工具 / 命令 / 本地进程，模型使用本地 HTTP/SSE 夹具：7 spans、2 LLM 请求、250 tokens、1 个故意工具失败；SigNoz 另收到 39 logs、14 类指标 / 42 序列，两端 trace 与 usage 一致。
+- AOP protobuf JSON 回放和失败/取消/未完成夹具：7 traces / 23 spans / 210 tokens，SigNoz 113 logs、15 类指标 / 99 序列；6 个 Turn outcome 为 success=3 / error=1 / canceled=1 / incomplete=1，Session 完成 5、未完成 1。覆盖重试、重复 completion、已完成父操作、同步/后台子 Agent、compact/eval、guardrail、JEV background compiler 和迟到 fact。
+- 两端逐项核对机制属性、cache/reasoning、missing、LLM kind、汇总不双计和来源关联；SigNoz 日志关联、histogram sum/count 与 trace 一致，活跃数最终归零。
+- focused Go tests、vet、OTel / observe / terminal race tests，以及 CLI 对应构建标签通过。回归覆盖终态错误归属、准确工具来源、Session 孤儿收尾、retry/discarded stream、部分/全部 missing usage、OTLP wire 字段/buckets、独立信号及采样关闭。
+- 本轮正式 `cmd/aiscan` 用正常 OTel 环境配置和真实 `gpt-6-sol` 执行 AOP 归档分析、Python 自检及工具失败修复，未注入 recording exporter：10 个模型调用、10 个工具调用（4 个失败）、114,242 tokens。SigNoz 158 logs / 29 spans，Phoenix 相同 29 spans；98 个非流式 canonical AOP facts、CLI usage、trace/metric tokens、operation 父子和失败状态逐项一致，任务成功且活跃归零。
+- Agent 生成的 analyzer/report 另行核对：从历史销售/SLO/审计归档计算 input=132,272、output=6,025、total=138,297，22 请求、28 calls / 28 results、2 个失败工具。此为被分析的历史输入，不是本轮模型消耗。
+
+回放证明现有事件的转换；本轮真实模型验收覆盖普通主 Agent 和工具。复杂机制的真实模型执行仍需独立验收。运行方式见[示例](../examples/observability/README.md)。
+
+实时看板区分已报告 tokens、工具执行、阶段状态及最终 outcome。它不虚构百分比。当前 StandardLoop 的 usage 在本轮工具结果收集后发布，长工具可能延后该响应的 tokens 和模型投影 active 收尾；active 不保证表示网络请求仍在进行。startup 探测、recap 等辅助模型调用缺少完整 AOP usage，已观察总量不能当成整个进程的模型账单。
+
+正常 CLI 验证暴露了后端查询问题：ClickHouse Map 属性顺序变化可让 `DISTINCT fingerprint,metric_name,attrs` 返回同一 fingerprint 多次，导致查询重复累计。本地验收查询按 fingerprint + metric_name 分组选择一组属性，再取累计末值，已用真实 CLI 的 JSONL、结果和 trace 数量核对；示例 README 提供相应 SQL。此修复不改变 OTel 采集口径。
+
+现有 AOP 不提供主循环每个 attempt 的精确结束、usage、稳定 request ID，也没有独立 Agent Run/Decision 身份。Goal 同一 Turn 内多个 Run 仍投影到同一 Turn，不新造协议身份。compact/eval/recap 辅助模型 usage、完整有效请求快照、首 token、原生搜索计量、跨进程 W3C 传播仍缺少足够事实，转换层无法补造。
+
+当前已有三种客户端信号和本地验收看板。Phoenix 接收 traces；logs / metrics 在 SigNoz 验收。费用账本、生产看板与告警规则未实现；本地看板固定到单次夹具或真实执行，用累计末值检查任务，不作为长期服务的速率看板。
+
+可重复命令见[示例 README](../examples/observability/README.md)，追踪事项见 [Issue #175](https://github.com/chainreactors/cyber-harness/issues/175)。
diff --git a/examples/observability/README.md b/examples/observability/README.md
new file mode 100644
index 000000000..1862acf20
--- /dev/null
+++ b/examples/observability/README.md
@@ -0,0 +1,94 @@
+# Cyber Harness 接入 SigNoz / Phoenix
+
+正式 Cyber Agent 发布现有 AOP，`exts/otel` 将其转换为 traces、结构化日志和指标。Collector 将三种信号写入 SigNoz，并把相同 traces 写入 Phoenix。Agent / 工具无需新增 OTel hooks 或协议定义。映射及边界见 [Agent 可观测性](../../docs/observability.md)。
+
+## 启动本地后端
+
+```powershell
+docker compose -f examples/observability/docker/docker-compose.yaml up -d --wait --wait-timeout 240
+```
+
+| 服务 | 地址 |
+| --- | --- |
+| SigNoz | http://127.0.0.1:24880 |
+| Phoenix | http://127.0.0.1:24006 |
+| OTLP/HTTP 基地址 | http://127.0.0.1:24318 |
+| OTLP/gRPC Collector | 127.0.0.1:24317 |
+| Collector 健康检查 | http://127.0.0.1:23133 |
+
+固定版本为 SigNoz v0.129.0、Collector v0.144.5、Phoenix 20.20.0、ClickHouse 25.5.6。SigNoz 配置来自 [官方 v0.129.0 Compose](https://github.com/SigNoz/signoz/tree/v0.129.0/deploy/docker)，附带的授权文本见 [SIGNOZ-LICENSE](common/SIGNOZ-LICENSE)。服务绑定本机，数据使用命名卷保存。首次访问 SigNoz 创建本地管理员；Phoenix 本地实例关闭身份验证。这组配置用于本地开发。
+
+## 执行正式 Agent
+
+在仓库根目录执行，模型密钥与配置沿用正常 Cyber 配置：
+
+```powershell
+$env:OTEL_EXPORTER_OTLP_ENDPOINT = 'http://127.0.0.1:24318'
+$env:OTEL_EXPORTER_OTLP_PROTOCOL = 'http/protobuf'
+$env:OTEL_SERVICE_NAME = 'cyber-harness'
+$env:CYBER_OTEL_PROJECT = 'cyber-harness'
+go run ./cmd/aiscan agent --prompt '用 Bash 执行 pwd，然后解释结果'
+```
+
+OTel 开启且未显式选择 `--observe` 时，自动启用现有 tools / commands / processes 观测。需要文件/HTTP 事实时使用 `--observe tools,commands,processes,files,http`；显式选择保持原样。OTLP 客户端使用 HTTP，gRPC 端口供其他客户端使用。
+
+也可仅配置 `OTEL_EXPORTER_OTLP_TRACES_ENDPOINT` / `OTEL_EXPORTER_OTLP_LOGS_ENDPOINT` / `OTEL_EXPORTER_OTLP_METRICS_ENDPOINT` 启用对应信号；这些是完整 URL，优先于全局 endpoint，路径不会被改写。对应 signal 的 protocol 设置同样优先，目前只支持 `http/protobuf`。GenAI 语义固定到 v1.41.0，Resource 中可查看 `cyber.otel.gen_ai.version`。
+
+复杂任务可用正常 `--task-file`，例如审查代码、生成统计程序、执行已有测试并输出报告。`--output <路径>` 保存 canonical AOP JSONL，可与后端记录对照；`--output-format json` 输出最终结果及 usage。JSONL 中 protobuf uint64 是数字字符串，统计只累计顶层 usage，不能再次累计 TurnEnded 的 usage 摘要或 assistant 消息内的工具调用。
+
+默认不导出消息正文。`CYBER_OTEL_CAPTURE_CONTENT=true` 开启最多 4096 字节的输入输出和事件正文。此开关不采集原始 provider frames 或流式 delta；AOP 日志不等于自动采集任意 stdout。
+
+## 查看数据
+
+SigNoz 按 `service.name` 筛选；每个进程中的扩展实例还有独立 `service.instance.id`，可关联同一次执行的三个信号。Traces 中根 `invoke_agent [agent name]` 展开 `chat [model]`、`execute_tool <name>`、命令和进程；Logs 中可见 Session/Turn、operation、usage、outcome 和 trace/span ID。Phoenix 的对应项目使用 AGENT / LLM / TOOL / CHAIN 展示同一 trace。
+
+| 指标 | 用途 |
+| --- | --- |
+| `cyber.agent.sessions` / `.active` / `cyber.agent.session.duration` | Session 开始/结束转换、活跃数与耗时 |
+| `cyber.agent.turns` / `.active` / `cyber.agent.turn.duration` | Turn outcome、活跃数与耗时 |
+| `cyber.scope.completed` / `.active` / `.duration` | tool / command / process 和其他机制的状态及耗时 |
+| `cyber.model.requests` / `cyber.model.usage.missing` | 逻辑模型调用数（包含自动重试）与缺失 usage 覆盖 |
+| `cyber.model.tokens` | input / output / total；总量只筛 `gen_ai.token.type=total` |
+| `gen_ai.client.operation.duration` / `gen_ai.client.token.usage` | 模型耗时和 token histogram |
+| `cyber.aop.events` / `cyber.otel.events.dropped` | 消费的事实和已观察到的订阅丢弃 |
+
+指标不以 Session/Turn/operation ID 为标签。`cyber.agent.sessions` 是状态转换计数，筛 `cyber.lifecycle.state=started` 才表示启动的 Session 数。累计 input/output/total 不可三者相加。标准模型指标带 operation/provider 和已知 request model；失败 duration 的 `error.type` 与 trace 一致。两个 histogram 都按同一逻辑调用记录，SigNoz 保存为 `.sum` / `.count` / `.bucket` 序列。
+
+任务进度按生命周期和正在执行的工具展示，不估算百分比。tokens 在 AOP usage 到达后更新；当前 StandardLoop 在本轮工具结果收集后发布 usage，长工具会延后该响应计量。模型 active 表示请求投影尚未收尾，不保证此时网络请求仍在进行。startup / recap 等辅助请求没有完整 AOP usage，因此已报告 tokens 不等于整个进程或网关账单。
+
+短任务可以对每条指标序列取累计末值。查询 ClickHouse 时按 fingerprint + metric_name 去重，不能用 Map 属性的物理顺序区分序列：
+
+```sql
+SELECT sum(v) AS reported_tokens
+FROM (
+  SELECT argMax(s.value, s.unix_milli) AS v
+  FROM signoz_metrics.distributed_samples_v4 s
+  INNER JOIN (
+    SELECT fingerprint, metric_name, any(attrs) AS attrs
+    FROM signoz_metrics.distributed_time_series_v4
+    WHERE resource_attrs['service.instance.id'] = '<本次实例ID>'
+    GROUP BY fingerprint, metric_name
+  ) t ON s.fingerprint = t.fingerprint AND s.metric_name = t.metric_name
+  WHERE t.metric_name = 'cyber.model.tokens'
+    AND t.attrs['gen_ai.token.type'] = 'total'
+  GROUP BY t.fingerprint
+)
+```
+
+该查询用于累计末值核对，不表示当前时间窗口内的速率。长期服务可在 SigNoz 创建按时间范围计算的看板和告警。
+
+2026-10-11 本轮验收使用正式 CLI 和真实 `gpt-6-sol` 分析 AOP 历史归档、编写 Python analyzer、执行自检并恢复工具失败：114,242 tokens、10 个逻辑模型调用、10 个工具调用（4 个失败）、158 logs / 29 spans。JSONL、CLI usage、SigNoz trace/log/metric 与 Phoenix 的 29 spans 核对一致，98 个非流式 AOP facts 均有对应日志，任务成功且活跃数最终归零。生成报表另行验收，正确计算历史输入的 138,297 tokens / 22 请求 / 28 工具，这不属于本轮 token 消耗。
+
+本地 AOP 回放另覆盖 delegation、compact/eval、guardrail、JEV、retry、取消和未完成：7 traces / 23 spans / 210 tokens、113 logs、15 类指标 / 99 序列；真实 Harness + HTTP/SSE 夹具覆盖 7 spans / 250 tokens。回放验收与真实模型覆盖分开记录。测试代码、验收夹具、运行脚本、截图、凭据和临时产物保留在本地，未纳入此变更。
+
+## 嵌入式宿主与关闭
+
+在事件流提供者之后、执行者之前安装 `otelext.New(Options{Endpoint: ...})`；需要工具/命令/进程生命周期时安装现有 `observe`。三个 SDK 独立，Resource 一致，不修改全局 provider。MetricInterval 默认 10 秒，Flush / Close 也导出指标。
+
+先结束生产者、Session 与后台工作，再关闭 OTel。SessionEnded 立即收尾所属孤儿 Turn/scope，不提前关闭不同 Session 的后台 Agent。Flush 不强制结束运行中的任务；Close 将剩余 scope/Turn/Session 标记 incomplete 并归零活跃数。Close 超时返回 `ErrCloseIncomplete`，扩展继续清理，后续 Close 可等待完成。导出失败和已观察到的 AOP 订阅丢弃由 Flush/Close 返回；Log SDK 内部丢弃尚未计量。其他事实缺口见设计文档与 [Issue #175](https://github.com/chainreactors/cyber-harness/issues/175)。
+
+```powershell
+docker compose -f examples/observability/docker/docker-compose.yaml stop
+```
+
+停止服务保留历史数据；再次启动继续使用命名卷。
diff --git a/examples/observability/common/SIGNOZ-LICENSE b/examples/observability/common/SIGNOZ-LICENSE
new file mode 100644
index 000000000..7e1ae4f6b
--- /dev/null
+++ b/examples/observability/common/SIGNOZ-LICENSE
@@ -0,0 +1,25 @@
+Copyright (c) 2020-present SigNoz Inc.
+
+Portions of this software are licensed as follows:
+
+* All content that resides under the "ee/" and the "cmd/enterprise/" directory of this repository, if that directory exists, is licensed under the license defined in "ee/LICENSE".
+* All third party components incorporated into the SigNoz Software are licensed under the original license provided by the owner of the applicable component.
+* Content outside of the above mentioned directories or restrictions above is available under the "MIT Expat" license as defined below.
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
\ No newline at end of file
diff --git a/examples/observability/common/clickhouse/cluster.xml b/examples/observability/common/clickhouse/cluster.xml
new file mode 100644
index 000000000..8b475ffe8
--- /dev/null
+++ b/examples/observability/common/clickhouse/cluster.xml
@@ -0,0 +1,75 @@
+<?xml version="1.0"?>
+<clickhouse>
+    <!-- ZooKeeper is used to store metadata about replicas, when using Replicated tables.
+         Optional. If you don't use replicated tables, you could omit that.
+
+         See https://clickhouse.com/docs/en/engines/table-engines/mergetree-family/replication/
+      -->
+    <zookeeper>
+        <node index="1">
+            <host>zookeeper-1</host>
+            <port>2181</port>
+        </node>
+        <!-- <node index="2">
+            <host>zookeeper-2</host>
+            <port>2181</port>
+        </node>
+        <node index="3">
+            <host>zookeeper-3</host>
+            <port>2181</port>
+        </node> -->
+    </zookeeper>
+
+    <!-- Configuration of clusters that could be used in Distributed tables.
+         https://clickhouse.com/docs/en/operations/table_engines/distributed/
+      -->
+    <remote_servers>
+        <cluster>
+            <!-- Inter-server per-cluster secret for Distributed queries
+                 default: no secret (no authentication will be performed)
+
+                 If set, then Distributed queries will be validated on shards, so at least:
+                 - such cluster should exist on the shard,
+                 - such cluster should have the same secret.
+
+                 And also (and which is more important), the initial_user will
+                 be used as current user for the query.
+
+                 Right now the protocol is pretty simple and it only takes into account:
+                 - cluster name
+                 - query
+
+                 Also it will be nice if the following will be implemented:
+                 - source hostname (see interserver_http_host), but then it will depends from DNS,
+                   it can use IP address instead, but then the you need to get correct on the initiator node.
+                 - target hostname / ip address (same notes as for source hostname)
+                 - time-based security tokens
+            -->
+            <!-- <secret></secret> -->
+            <shard>
+                <!-- Optional. Whether to write data to just one of the replicas. Default: false (write data to all replicas). -->
+                <!-- <internal_replication>false</internal_replication> -->
+                <!-- Optional. Shard weight when writing data. Default: 1. -->
+                <!-- <weight>1</weight> -->
+                <replica>
+                    <host>clickhouse</host>
+                    <port>9000</port>
+                    <!-- Optional. Priority of the replica for load_balancing. Default: 1 (less value has more priority). -->
+                    <!-- <priority>1</priority> -->
+                </replica>
+            </shard>
+            <!-- <shard>
+                <replica>
+                    <host>clickhouse-2</host>
+                    <port>9000</port>
+                </replica>
+            </shard>
+            <shard>
+                <replica>
+                    <host>clickhouse-3</host>
+                    <port>9000</port>
+                </replica>
+            </shard> -->
+        </cluster>
+    </remote_servers>
+</clickhouse>
diff --git a/examples/observability/common/clickhouse/config.xml b/examples/observability/common/clickhouse/config.xml
new file mode 100644
index 000000000..1965ac3b2
--- /dev/null
+++ b/examples/observability/common/clickhouse/config.xml
@@ -0,0 +1,1142 @@
+<?xml version="1.0"?>
+<!--
+  NOTE: User and query level settings are set up in "users.xml" file.
+  If you have accidentally specified user-level settings here, server won't start.
+  You can either move the settings to the right place inside "users.xml" file
+   or add <skip_check_for_incorrect_settings>1</skip_check_for_incorrect_settings> here.
+-->
+<clickhouse>
+    <logger>
+        <!-- Possible levels [1]:
+
+          - none (turns off logging)
+          - fatal
+          - critical
+          - error
+          - warning
+          - notice
+          - information
+          - debug
+          - trace
+          - test (not for production usage)
+
+            [1]: https://github.com/pocoproject/poco/blob/poco-1.9.4-release/Foundation/include/Poco/Logger.h#L105-L114
+        -->
+        <level>information</level>
+        <formatting>
+            <type>json</type>
+        </formatting>
+        <log>/var/log/clickhouse-server/clickhouse-server.log</log>
+        <errorlog>/var/log/clickhouse-server/clickhouse-server.err.log</errorlog>
+        <!-- Rotation policy
+             See https://github.com/pocoproject/poco/blob/poco-1.9.4-release/Foundation/include/Poco/FileChannel.h#L54-L85
+          -->
+        <size>1000M</size>
+        <count>10</count>
+        <!-- <console>1</console> --> <!-- Default behavior is autodetection (log to console if not daemon mode and is tty) -->
+
+        <!-- Per level overrides (legacy):
+
+        For example to suppress logging of the ConfigReloader you can use:
+        NOTE: levels.logger is reserved, see below.
+        -->
+        <!--
+        <levels>
+          <ConfigReloader>none</ConfigReloader>
+        </levels>
+        -->
+
+        <!-- Per level overrides:
+
+        For example to suppress logging of the RBAC for default user you can use:
+        (But please note that the logger name maybe changed from version to version, even after minor upgrade)
+        -->
+        <!--
+        <levels>
+          <logger>
+            <name>ContextAccess (default)</name>
+            <level>none</level>
+          </logger>
+          <logger>
+            <name>DatabaseOrdinary (test)</name>
+            <level>none</level>
+          </logger>
+        </levels>
+        -->
+    </logger>
+
+    <!-- Add headers to response in options request. OPTIONS method is used in CORS preflight requests. -->
+    <!-- It is off by default. Next headers are obligate for CORS.-->
+    <!-- http_options_response>
+        <header>
+            <name>Access-Control-Allow-Origin</name>
+            <value>*</value>
+        </header>
+        <header>
+            <name>Access-Control-Allow-Headers</name>
+            <value>origin, x-requested-with</value>
+        </header>
+        <header>
+            <name>Access-Control-Allow-Methods</name>
+            <value>POST, GET, OPTIONS</value>
+        </header>
+        <header>
+            <name>Access-Control-Max-Age</name>
+            <value>86400</value>
+        </header>
+    </http_options_response -->
+
+    <!-- It is the name that will be shown in the clickhouse-client.
+         By default, anything with "production" will be highlighted in red in query prompt.
+    -->
+    <!--display_name>production</display_name-->
+
+    <!-- Port for HTTP API. See also 'https_port' for secure connections.
+         This interface is also used by ODBC and JDBC drivers (DataGrip, Dbeaver, ...)
+         and by most of web interfaces (embedded UI, Grafana, Redash, ...).
+      -->
+    <http_port>8123</http_port>
+
+    <!-- Port for interaction by native protocol with:
+         - clickhouse-client and other native ClickHouse tools (clickhouse-benchmark, clickhouse-copier);
+         - clickhouse-server with other clickhouse-servers for distributed query processing;
+         - ClickHouse drivers and applications supporting native protocol
+         (this protocol is also informally called as "the TCP protocol");
+         See also 'tcp_port_secure' for secure connections.
+    -->
+    <tcp_port>9000</tcp_port>
+
+    <!-- Compatibility with MySQL protocol.
+         ClickHouse will pretend to be MySQL for applications connecting to this port.
+    -->
+    <mysql_port>9004</mysql_port>
+
+    <!-- Compatibility with PostgreSQL protocol.
+         ClickHouse will pretend to be PostgreSQL for applications connecting to this port.
+    -->
+    <postgresql_port>9005</postgresql_port>
+
+    <!-- HTTP API with TLS (HTTPS).
+         You have to configure certificate to enable this interface.
+         See the openSSL section below.
+    -->
+    <!-- <https_port>8443</https_port> -->
+
+    <!-- Native interface with TLS.
+         You have to configure certificate to enable this interface.
+         See the openSSL section below.
+    -->
+    <!-- <tcp_port_secure>9440</tcp_port_secure> -->
+
+    <!-- Native interface wrapped with PROXYv1 protocol
+         PROXYv1 header sent for every connection.
+         ClickHouse will extract information about proxy-forwarded client address from the header.
+    -->
+    <!-- <tcp_with_proxy_port>9011</tcp_with_proxy_port> -->
+
+    <!-- Port for communication between replicas. Used for data exchange.
+         It provides low-level data access between servers.
+         This port should not be accessible from untrusted networks.
+         See also 'interserver_http_credentials'.
+         Data transferred over connections to this port should not go through untrusted networks.
+         See also 'interserver_https_port'.
+      -->
+    <interserver_http_port>9009</interserver_http_port>
+
+    <!-- Port for communication between replicas with TLS.
+         You have to configure certificate to enable this interface.
+         See the openSSL section below.
+         See also 'interserver_http_credentials'.
+      -->
+    <!-- <interserver_https_port>9010</interserver_https_port> -->
+
+    <!-- Hostname that is used by other replicas to request this server.
+         If not specified, then it is determined analogous to 'hostname -f' command.
+         This setting could be used to switch replication to another network interface
+         (the server may be connected to multiple networks via multiple addresses)
+      -->
+
+    <!--
+    <interserver_http_host>example.clickhouse.com</interserver_http_host>
+    -->
+
+    <!-- You can specify credentials for authenthication between replicas.
+         This is required when interserver_https_port is accessible from untrusted networks,
+         and also recommended to avoid SSRF attacks from possibly compromised services in your network.
+      -->
+    <!--<interserver_http_credentials>
+        <user>interserver</user>
+        <password></password>
+    </interserver_http_credentials>-->
+
+    <!-- Listen specified address.
+         Use :: (wildcard IPv6 address), if you want to accept connections both with IPv4 and IPv6 from everywhere.
+         Notes:
+         If you open connections from wildcard address, make sure that at least one of the following measures applied:
+         - server is protected by firewall and not accessible from untrusted networks;
+         - all users are restricted to subset of network addresses (see users.xml);
+         - all users have strong passwords, only secure (TLS) interfaces are accessible, or connections are only made via TLS interfaces.
+         - users without password have readonly access.
+         See also: https://www.shodan.io/search?query=clickhouse
+      -->
+    <!-- <listen_host>::</listen_host> -->
+
+
+    <!-- Same for hosts without support for IPv6: -->
+    <!-- <listen_host>0.0.0.0</listen_host> -->
+
+    <!-- Default values - try listen localhost on IPv4 and IPv6. -->
+    <!--
+    <listen_host>::1</listen_host>
+    <listen_host>127.0.0.1</listen_host>
+    -->
+
+    <!-- Don't exit if IPv6 or IPv4 networks are unavailable while trying to listen. -->
+    <!-- <listen_try>0</listen_try> -->
+
+    <!-- Allow multiple servers to listen on the same address:port. This is not recommended.
+      -->
+    <!-- <listen_reuse_port>0</listen_reuse_port> -->
+
+    <!-- <listen_backlog>4096</listen_backlog> -->
+
+    <max_connections>4096</max_connections>
+
+    <!-- For 'Connection: keep-alive' in HTTP 1.1 -->
+    <keep_alive_timeout>3</keep_alive_timeout>
+
+    <!-- gRPC protocol (see src/Server/grpc_protos/clickhouse_grpc.proto for the API) -->
+    <!-- <grpc_port>9100</grpc_port> -->
+    <grpc>
+        <enable_ssl>false</enable_ssl>
+
+        <!-- The following two files are used only if enable_ssl=1 -->
+        <ssl_cert_file>/path/to/ssl_cert_file</ssl_cert_file>
+        <ssl_key_file>/path/to/ssl_key_file</ssl_key_file>
+
+        <!-- Whether server will request client for a certificate -->
+        <ssl_require_client_auth>false</ssl_require_client_auth>
+
+        <!-- The following file is used only if ssl_require_client_auth=1 -->
+        <ssl_ca_cert_file>/path/to/ssl_ca_cert_file</ssl_ca_cert_file>
+
+        <!-- Default transport compression type (can be overridden by client, see the transport_compression_type field in QueryInfo).
+             Supported algorithms: none, deflate, gzip, stream_gzip -->
+        <transport_compression_type>none</transport_compression_type>
+
+        <!-- Default transport compression level. Supported levels: 0..3 -->
+        <transport_compression_level>0</transport_compression_level>
+
+        <!-- Send/receive message size limits in bytes. -1 means unlimited -->
+        <max_send_message_size>-1</max_send_message_size>
+        <max_receive_message_size>-1</max_receive_message_size>
+
+        <!-- Enable if you want very detailed logs -->
+        <verbose_logs>false</verbose_logs>
+    </grpc>
+
+    <!-- Used with https_port and tcp_port_secure. Full ssl options list: https://github.com/ClickHouse-Extras/poco/blob/master/NetSSL_OpenSSL/include/Poco/Net/SSLManager.h#L71 -->
+    <openSSL>
+        <server> <!-- Used for https server AND secure tcp port -->
+            <!-- openssl req -subj "/CN=localhost" -new -newkey rsa:2048 -days 365 -nodes -x509 -keyout /etc/clickhouse-server/server.key -out /etc/clickhouse-server/server.crt -->
+            <!-- <certificateFile>/etc/clickhouse-server/server.crt</certificateFile> -->
+            <!-- <privateKeyFile>/etc/clickhouse-server/server.key</privateKeyFile> -->
+            <!-- dhparams are optional. You can delete the <dhParamsFile> element.
+                 To generate dhparams, use the following command:
+                  openssl dhparam -out /etc/clickhouse-server/dhparam.pem 4096
+                 Only file format with BEGIN DH PARAMETERS is supported.
+              -->
+            <!-- <dhParamsFile>/etc/clickhouse-server/dhparam.pem</dhParamsFile>-->
+            <verificationMode>none</verificationMode>
+            <loadDefaultCAFile>true</loadDefaultCAFile>
+            <cacheSessions>true</cacheSessions>
+            <disableProtocols>sslv2,sslv3</disableProtocols>
+            <preferServerCiphers>true</preferServerCiphers>
+        </server>
+
+        <client> <!-- Used for connecting to https dictionary source and secured Zookeeper communication -->
+            <loadDefaultCAFile>true</loadDefaultCAFile>
+            <cacheSessions>true</cacheSessions>
+            <disableProtocols>sslv2,sslv3</disableProtocols>
+            <preferServerCiphers>true</preferServerCiphers>
+            <!-- Use for self-signed: <verificationMode>none</verificationMode> -->
+            <invalidCertificateHandler>
+                <!-- Use for self-signed: <name>AcceptCertificateHandler</name> -->
+                <name>RejectCertificateHandler</name>
+            </invalidCertificateHandler>
+        </client>
+    </openSSL>
+
+    <!-- Default root page on http[s] server. For example load UI from https://tabix.io/ when opening http://localhost:8123 -->
+    <!--
+    <http_server_default_response><![CDATA[<html ng-app="SMI2"><head><base href="http://ui.tabix.io/"></head><body><div ui-view="" class="content-ui"></div><script src="http://loader.tabix.io/master.js"></script></body></html>]]></http_server_default_response>
+    -->
+
+    <!-- Maximum number of concurrent queries. -->
+    <max_concurrent_queries>100</max_concurrent_queries>
+
+    <!-- Maximum memory usage (resident set size) for server process.
+         Zero value or unset means default. Default is "max_server_memory_usage_to_ram_ratio" of available physical RAM.
+         If the value is larger than "max_server_memory_usage_to_ram_ratio" of available physical RAM, it will be cut down.
+
+         The constraint is checked on query execution time.
+         If a query tries to allocate memory and the current memory usage plus allocation is greater
+          than specified threshold, exception will be thrown.
+
+         It is not practical to set this constraint to small values like just a few gigabytes,
+          because memory allocator will keep this amount of memory in caches and the server will deny service of queries.
+      -->
+    <max_server_memory_usage>0</max_server_memory_usage>
+
+    <!-- Maximum number of threads in the Global thread pool.
+    This will default to a maximum of 10000 threads if not specified.
+    This setting will be useful in scenarios where there are a large number
+    of distributed queries that are running concurrently but are idling most
+    of the time, in which case a higher number of threads might be required.
+    -->
+
+    <max_thread_pool_size>10000</max_thread_pool_size>
+
+    <!-- Number of workers to recycle connections in background (see also drain_timeout).
+         If the pool is full, connection will be drained synchronously. -->
+    <!-- <max_threads_for_connection_collector>10</max_threads_for_connection_collector> -->
+
+    <!-- On memory constrained environments you may have to set this to value larger than 1.
+      -->
+    <max_server_memory_usage_to_ram_ratio>0.9</max_server_memory_usage_to_ram_ratio>
+
+    <!-- Simple server-wide memory profiler. Collect a stack trace at every peak allocation step (in bytes).
+         Data will be stored in system.trace_log table with query_id = empty string.
+         Zero means disabled.
+      -->
+    <total_memory_profiler_step>4194304</total_memory_profiler_step>
+
+    <!-- Collect random allocations and deallocations and write them into system.trace_log with 'MemorySample' trace_type.
+         The probability is for every alloc/free regardless to the size of the allocation.
+         Note that sampling happens only when the amount of untracked memory exceeds the untracked memory limit,
+          which is 4 MiB by default but can be lowered if 'total_memory_profiler_step' is lowered.
+         You may want to set 'total_memory_profiler_step' to 1 for extra fine grained sampling.
+      -->
+    <total_memory_tracker_sample_probability>0</total_memory_tracker_sample_probability>
+
+    <!-- Set limit on number of open files (default: maximum). This setting makes sense on Mac OS X because getrlimit() fails to retrieve
+         correct maximum value. -->
+    <!-- <max_open_files>262144</max_open_files> -->
+
+    <!-- Size of cache of uncompressed blocks of data, used in tables of MergeTree family.
+         In bytes. Cache is single for server. Memory is allocated only on demand.
+         Cache is used when 'use_uncompressed_cache' user setting turned on (off by default).
+         Uncompressed cache is advantageous only for very short queries and in rare cases.
+
+         Note: uncompressed cache can be pointless for lz4, because memory bandwidth
+         is slower than multi-core decompression on some server configurations.
+         Enabling it can sometimes paradoxically make queries slower.
+      -->
+    <uncompressed_cache_size>8589934592</uncompressed_cache_size>
+
+    <!-- Approximate size of mark cache, used in tables of MergeTree family.
+         In bytes. Cache is single for server. Memory is allocated only on demand.
+         You should not lower this value.
+      -->
+    <mark_cache_size>5368709120</mark_cache_size>
+
+
+    <!-- If you enable the `min_bytes_to_use_mmap_io` setting,
+         the data in MergeTree tables can be read with mmap to avoid copying from kernel to userspace.
+         It makes sense only for large files and helps only if data reside in page cache.
+         To avoid frequent open/mmap/munmap/close calls (which are very expensive due to consequent page faults)
+         and to reuse mappings from several threads and queries,
+         the cache of mapped files is maintained. Its size is the number of mapped regions (usually equal to the number of mapped files).
+         The amount of data in mapped files can be monitored
+         in system.metrics, system.metric_log by the MMappedFiles, MMappedFileBytes metrics
+         and in system.asynchronous_metrics, system.asynchronous_metrics_log by the MMapCacheCells metric,
+         and also in system.events, system.processes, system.query_log, system.query_thread_log, system.query_views_log by the
+         CreatedReadBufferMMap, CreatedReadBufferMMapFailed, MMappedFileCacheHits, MMappedFileCacheMisses events.
+         Note that the amount of data in mapped files does not consume memory directly and is not accounted
+         in query or server memory usage - because this memory can be discarded similar to OS page cache.
+         The cache is dropped (the files are closed) automatically on removal of old parts in MergeTree,
+         also it can be dropped manually by the SYSTEM DROP MMAP CACHE query.
+      -->
+    <mmap_cache_size>1000</mmap_cache_size>
+
+    <!-- Cache size in bytes for compiled expressions.-->
+    <compiled_expression_cache_size>134217728</compiled_expression_cache_size>
+
+    <!-- Cache size in elements for compiled expressions.-->
+    <compiled_expression_cache_elements_size>10000</compiled_expression_cache_elements_size>
+
+    <!-- Path to data directory, with trailing slash. -->
+    <path>/var/lib/clickhouse/</path>
+
+    <!-- Path to temporary data for processing hard queries. -->
+    <tmp_path>/var/lib/clickhouse/tmp/</tmp_path>
+
+    <!-- Disable AuthType plaintext_password and no_password for ACL. -->
+    <!-- <allow_plaintext_password>0</allow_plaintext_password> -->
+    <!-- <allow_no_password>0</allow_no_password> -->`
+
+    <!-- Policy from the <storage_configuration> for the temporary files.
+         If not set <tmp_path> is used, otherwise <tmp_path> is ignored.
+
+         Notes:
+         - move_factor              is ignored
+         - keep_free_space_bytes    is ignored
+         - max_data_part_size_bytes is ignored
+         - you must have exactly one volume in that policy
+    -->
+    <!-- <tmp_policy>tmp</tmp_policy> -->
+
+    <!-- Directory with user provided files that are accessible by 'file' table function. -->
+    <user_files_path>/var/lib/clickhouse/user_files/</user_files_path>
+
+    <!-- LDAP server definitions. -->
+    <ldap_servers>
+        <!-- List LDAP servers with their connection parameters here to later 1) use them as authenticators for dedicated local users,
+              who have 'ldap' authentication mechanism specified instead of 'password', or to 2) use them as remote user directories.
+             Parameters:
+                host - LDAP server hostname or IP, this parameter is mandatory and cannot be empty.
+                port - LDAP server port, default is 636 if enable_tls is set to true, 389 otherwise.
+                bind_dn - template used to construct the DN to bind to.
+                        The resulting DN will be constructed by replacing all '{user_name}' substrings of the template with the actual
+                         user name during each authentication attempt.
+                user_dn_detection - section with LDAP search parameters for detecting the actual user DN of the bound user.
+                        This is mainly used in search filters for further role mapping when the server is Active Directory. The
+                         resulting user DN will be used when replacing '{user_dn}' substrings wherever they are allowed. By default,
+                         user DN is set equal to bind DN, but once search is performed, it will be updated with to the actual detected
+                         user DN value.
+                    base_dn - template used to construct the base DN for the LDAP search.
+                            The resulting DN will be constructed by replacing all '{user_name}' and '{bind_dn}' substrings
+                             of the template with the actual user name and bind DN during the LDAP search.
+                    scope - scope of the LDAP search.
+                            Accepted values are: 'base', 'one_level', 'children', 'subtree' (the default).
+                    search_filter - template used to construct the search filter for the LDAP search.
+                            The resulting filter will be constructed by replacing all '{user_name}', '{bind_dn}', and '{base_dn}'
+                             substrings of the template with the actual user name, bind DN, and base DN during the LDAP search.
+                            Note, that the special characters must be escaped properly in XML.
+                verification_cooldown - a period of time, in seconds, after a successful bind attempt, during which a user will be assumed
+                         to be successfully authenticated for all consecutive requests without contacting the LDAP server.
+                        Specify 0 (the default) to disable caching and force contacting the LDAP server for each authentication request.
+                enable_tls - flag to trigger use of secure connection to the LDAP server.
+                        Specify 'no' for plain text (ldap://) protocol (not recommended).
+                        Specify 'yes' for LDAP over SSL/TLS (ldaps://) protocol (recommended, the default).
+                        Specify 'starttls' for legacy StartTLS protocol (plain text (ldap://) protocol, upgraded to TLS).
+                tls_minimum_protocol_version - the minimum protocol version of SSL/TLS.
+                        Accepted values are: 'ssl2', 'ssl3', 'tls1.0', 'tls1.1', 'tls1.2' (the default).
+                tls_require_cert - SSL/TLS peer certificate verification behavior.
+                        Accepted values are: 'never', 'allow', 'try', 'demand' (the default).
+                tls_cert_file - path to certificate file.
+                tls_key_file - path to certificate key file.
+                tls_ca_cert_file - path to CA certificate file.
+                tls_ca_cert_dir - path to the directory containing CA certificates.
+                tls_cipher_suite - allowed cipher suite (in OpenSSL notation).
+             Example:
+                <my_ldap_server>
+                    <host>localhost</host>
+                    <port>636</port>
+                    <bind_dn>uid={user_name},ou=users,dc=example,dc=com</bind_dn>
+                    <verification_cooldown>300</verification_cooldown>
+                    <enable_tls>yes</enable_tls>
+                    <tls_minimum_protocol_version>tls1.2</tls_minimum_protocol_version>
+                    <tls_require_cert>demand</tls_require_cert>
+                    <tls_cert_file>/path/to/tls_cert_file</tls_cert_file>
+                    <tls_key_file>/path/to/tls_key_file</tls_key_file>
+                    <tls_ca_cert_file>/path/to/tls_ca_cert_file</tls_ca_cert_file>
+                    <tls_ca_cert_dir>/path/to/tls_ca_cert_dir</tls_ca_cert_dir>
+                    <tls_cipher_suite>ECDHE-ECDSA-AES256-GCM-SHA384:ECDHE-RSA-AES256-GCM-SHA384:AES256-GCM-SHA384</tls_cipher_suite>
+                </my_ldap_server>
+             Example (typical Active Directory with configured user DN detection for further role mapping):
+                <my_ad_server>
+                    <host>localhost</host>
+                    <port>389</port>
+                    <bind_dn>EXAMPLE\{user_name}</bind_dn>
+                    <user_dn_detection>
+                        <base_dn>CN=Users,DC=example,DC=com</base_dn>
+                        <search_filter>(&amp;(objectClass=user)(sAMAccountName={user_name}))</search_filter>
+                    </user_dn_detection>
+                    <enable_tls>no</enable_tls>
+                </my_ad_server>
+        -->
+    </ldap_servers>
+
+    <!-- To enable Kerberos authentication support for HTTP requests (GSS-SPNEGO), for those users who are explicitly configured
+          to authenticate via Kerberos, define a single 'kerberos' section here.
+         Parameters:
+            principal - canonical service principal name, that will be acquired and used when accepting security contexts.
+                    This parameter is optional, if omitted, the default principal will be used.
+                    This parameter cannot be specified together with 'realm' parameter.
+            realm - a realm, that will be used to restrict authentication to only those requests whose initiator's realm matches it.
+                    This parameter is optional, if omitted, no additional filtering by realm will be applied.
+                    This parameter cannot be specified together with 'principal' parameter.
+         Example:
+            <kerberos />
+         Example:
+            <kerberos>
+                <principal>HTTP/clickhouse.example.com@EXAMPLE.COM</principal>
+            </kerberos>
+         Example:
+            <kerberos>
+                <realm>EXAMPLE.COM</realm>
+            </kerberos>
+    -->
+
+    <!-- Sources to read users, roles, access rights, profiles of settings, quotas. -->
+    <user_directories>
+        <users_xml>
+            <!-- Path to configuration file with predefined users. -->
+            <path>users.xml</path>
+        </users_xml>
+        <local_directory>
+            <!-- Path to folder where users created by SQL commands are stored. -->
+            <path>/var/lib/clickhouse/access/</path>
+        </local_directory>
+
+        <!-- To add an LDAP server as a remote user directory of users that are not defined locally, define a single 'ldap' section
+              with the following parameters:
+                server - one of LDAP server names defined in 'ldap_servers' config section above.
+                        This parameter is mandatory and cannot be empty.
+                roles - section with a list of locally defined roles that will be assigned to each user retrieved from the LDAP server.
+                        If no roles are specified here or assigned during role mapping (below), user will not be able to perform any
+                         actions after authentication.
+                role_mapping - section with LDAP search parameters and mapping rules.
+                        When a user authenticates, while still bound to LDAP, an LDAP search is performed using search_filter and the
+                         name of the logged in user. For each entry found during that search, the value of the specified attribute is
+                         extracted. For each attribute value that has the specified prefix, the prefix is removed, and the rest of the
+                         value becomes the name of a local role defined in ClickHouse, which is expected to be created beforehand by
+                         CREATE ROLE command.
+                        There can be multiple 'role_mapping' sections defined inside the same 'ldap' section. All of them will be
+                         applied.
+                    base_dn - template used to construct the base DN for the LDAP search.
+                            The resulting DN will be constructed by replacing all '{user_name}', '{bind_dn}', and '{user_dn}'
+                             substrings of the template with the actual user name, bind DN, and user DN during each LDAP search.
+                    scope - scope of the LDAP search.
+                            Accepted values are: 'base', 'one_level', 'children', 'subtree' (the default).
+                    search_filter - template used to construct the search filter for the LDAP search.
+                            The resulting filter will be constructed by replacing all '{user_name}', '{bind_dn}', '{user_dn}', and
+                             '{base_dn}' substrings of the template with the actual user name, bind DN, user DN, and base DN during
+                             each LDAP search.
+                            Note, that the special characters must be escaped properly in XML.
+                    attribute - attribute name whose values will be returned by the LDAP search. 'cn', by default.
+                    prefix - prefix, that will be expected to be in front of each string in the original list of strings returned by
+                             the LDAP search. Prefix will be removed from the original strings and resulting strings will be treated
+                             as local role names. Empty, by default.
+             Example:
+                <ldap>
+                    <server>my_ldap_server</server>
+                    <roles>
+                        <my_local_role1 />
+                        <my_local_role2 />
+                    </roles>
+                    <role_mapping>
+                        <base_dn>ou=groups,dc=example,dc=com</base_dn>
+                        <scope>subtree</scope>
+                        <search_filter>(&amp;(objectClass=groupOfNames)(member={bind_dn}))</search_filter>
+                        <attribute>cn</attribute>
+                        <prefix>clickhouse_</prefix>
+                    </role_mapping>
+                </ldap>
+             Example (typical Active Directory with role mapping that relies on the detected user DN):
+                <ldap>
+                    <server>my_ad_server</server>
+                    <role_mapping>
+                        <base_dn>CN=Users,DC=example,DC=com</base_dn>
+                        <attribute>CN</attribute>
+                        <scope>subtree</scope>
+                        <search_filter>(&amp;(objectClass=group)(member={user_dn}))</search_filter>
+                        <prefix>clickhouse_</prefix>
+                    </role_mapping>
+                </ldap>
+        -->
+    </user_directories>
+
+    <!-- Default profile of settings. -->
+    <default_profile>default</default_profile>
+
+    <!-- Comma-separated list of prefixes for user-defined settings. -->
+    <custom_settings_prefixes></custom_settings_prefixes>
+
+    <!-- System profile of settings. This settings are used by internal processes (Distributed DDL worker and so on). -->
+    <!-- <system_profile>default</system_profile> -->
+
+    <!-- Buffer profile of settings.
+         This settings are used by Buffer storage to flush data to the underlying table.
+         Default: used from system_profile directive.
+    -->
+    <!-- <buffer_profile>default</buffer_profile> -->
+
+    <!-- Default database. -->
+    <default_database>default</default_database>
+
+    <!-- Server time zone could be set here.
+
+         Time zone is used when converting between String and DateTime types,
+          when printing DateTime in text formats and parsing DateTime from text,
+          it is used in date and time related functions, if specific time zone was not passed as an argument.
+
+         Time zone is specified as identifier from IANA time zone database, like UTC or Africa/Abidjan.
+         If not specified, system time zone at server startup is used.
+
+         Please note, that server could display time zone alias instead of specified name.
+         Example: Zulu is an alias for UTC.
+    -->
+    <!-- <timezone>UTC</timezone> -->
+
+    <!-- You can specify umask here (see "man umask"). Server will apply it on startup.
+         Number is always parsed as octal. Default umask is 027 (other users cannot read logs, data files, etc; group can only read).
+    -->
+    <!-- <umask>022</umask> -->
+
+    <!-- Perform mlockall after startup to lower first queries latency
+          and to prevent clickhouse executable from being paged out under high IO load.
+         Enabling this option is recommended but will lead to increased startup time for up to a few seconds.
+    -->
+    <mlock_executable>true</mlock_executable>
+
+    <!-- Reallocate memory for machine code ("text") using huge pages. Highly experimental. -->
+    <remap_executable>false</remap_executable>
+
+    <![CDATA[
+         Uncomment below in order to use JDBC table engine and function.
+
+         To install and run JDBC bridge in background:
+         * [Debian/Ubuntu]
+           export MVN_URL=https://repo1.maven.org/maven2/ru/yandex/clickhouse/clickhouse-jdbc-bridge
+           export PKG_VER=$(curl -sL $MVN_URL/maven-metadata.xml | grep '<release>' | sed -e 's|.*>\(.*\)<.*|\1|')
+           wget https://github.com/ClickHouse/clickhouse-jdbc-bridge/releases/download/v$PKG_VER/clickhouse-jdbc-bridge_$PKG_VER-1_all.deb
+           apt install --no-install-recommends -f ./clickhouse-jdbc-bridge_$PKG_VER-1_all.deb
+           clickhouse-jdbc-bridge &
+
+         * [CentOS/RHEL]
+           export MVN_URL=https://repo1.maven.org/maven2/ru/yandex/clickhouse/clickhouse-jdbc-bridge
+           export PKG_VER=$(curl -sL $MVN_URL/maven-metadata.xml | grep '<release>' | sed -e 's|.*>\(.*\)<.*|\1|')
+           wget https://github.com/ClickHouse/clickhouse-jdbc-bridge/releases/download/v$PKG_VER/clickhouse-jdbc-bridge-$PKG_VER-1.noarch.rpm
+           yum localinstall -y clickhouse-jdbc-bridge-$PKG_VER-1.noarch.rpm
+           clickhouse-jdbc-bridge &
+
+         Please refer to https://github.com/ClickHouse/clickhouse-jdbc-bridge#usage for more information.
+    ]]>
+    <!--
+    <jdbc_bridge>
+        <host>127.0.0.1</host>
+        <port>9019</port>
+    </jdbc_bridge>
+    -->
+
+    <!-- The list of hosts allowed to use in URL-related storage engines and table functions.
+        If this section is not present in configuration, all hosts are allowed.
+    -->
+    <!--<remote_url_allow_hosts>-->
+        <!-- Host should be specified exactly as in URL. The name is checked before DNS resolution.
+            Example: "clickhouse.com", "clickhouse.com." and "www.clickhouse.com" are different hosts.
+                    If port is explicitly specified in URL, the host:port is checked as a whole.
+                    If host specified here without port, any port with this host allowed.
+                    "clickhouse.com" -> "clickhouse.com:443", "clickhouse.com:80" etc. is allowed, but "clickhouse.com:80" -> only "clickhouse.com:80" is allowed.
+            If the host is specified as IP address, it is checked as specified in URL. Example: "[2a02:6b8:a::a]".
+            If there are redirects and support for redirects is enabled, every redirect (the Location field) is checked.
+            Host should be specified using the host xml tag:
+                    <host>clickhouse.com</host>
+        -->
+
+        <!-- Regular expression can be specified. RE2 engine is used for regexps.
+            Regexps are not aligned: don't forget to add ^ and $. Also don't forget to escape dot (.) metacharacter
+            (forgetting to do so is a common source of error).
+        -->
+    <!--</remote_url_allow_hosts>-->
+
+    <!-- If element has 'incl' attribute, then for it's value will be used corresponding substitution from another file.
+         By default, path to file with substitutions is /etc/metrika.xml. It could be changed in config in 'include_from' element.
+         Values for substitutions are specified in /clickhouse/name_of_substitution elements in that file.
+      -->
+
+    <!-- Substitutions for parameters of replicated tables.
+          Optional. If you don't use replicated tables, you could omit that.
+
+         See https://clickhouse.com/docs/en/engines/table-engines/mergetree-family/replication/#creating-replicated-tables
+      -->
+
+    <macros>
+        <shard>01</shard>
+        <replica>example01-01-1</replica>
+    </macros>
+
+
+
+    <!-- Reloading interval for embedded dictionaries, in seconds. Default: 3600. -->
+    <builtin_dictionaries_reload_interval>3600</builtin_dictionaries_reload_interval>
+
+
+    <!-- Maximum session timeout, in seconds. Default: 3600. -->
+    <max_session_timeout>3600</max_session_timeout>
+
+    <!-- Default session timeout, in seconds. Default: 60. -->
+    <default_session_timeout>60</default_session_timeout>
+
+    <!-- Sending data to Graphite for monitoring. Several sections can be defined. -->
+    <!--
+        interval - send every X second
+        root_path - prefix for keys
+        hostname_in_path - append hostname to root_path (default = true)
+        metrics - send data from table system.metrics
+        events - send data from table system.events
+        asynchronous_metrics - send data from table system.asynchronous_metrics
+    -->
+    <!--
+    <graphite>
+        <host>localhost</host>
+        <port>42000</port>
+        <timeout>0.1</timeout>
+        <interval>60</interval>
+        <root_path>one_min</root_path>
+        <hostname_in_path>true</hostname_in_path>
+
+        <metrics>true</metrics>
+        <events>true</events>
+        <events_cumulative>false</events_cumulative>
+        <asynchronous_metrics>true</asynchronous_metrics>
+    </graphite>
+    <graphite>
+        <host>localhost</host>
+        <port>42000</port>
+        <timeout>0.1</timeout>
+        <interval>1</interval>
+        <root_path>one_sec</root_path>
+
+        <metrics>true</metrics>
+        <events>true</events>
+        <events_cumulative>false</events_cumulative>
+        <asynchronous_metrics>false</asynchronous_metrics>
+    </graphite>
+    -->
+
+    <!-- Serve endpoint for Prometheus monitoring. -->
+    <!--
+        endpoint - mertics path (relative to root, statring with "/")
+        port - port to setup server. If not defined or 0 than http_port used
+        metrics - send data from table system.metrics
+        events - send data from table system.events
+        asynchronous_metrics - send data from table system.asynchronous_metrics
+        status_info - send data from different component from CH, ex: Dictionaries status
+    -->
+
+    <prometheus>
+        <endpoint>/metrics</endpoint>
+        <port>9363</port>
+
+        <metrics>true</metrics>
+        <events>true</events>
+        <asynchronous_metrics>true</asynchronous_metrics>
+        <status_info>true</status_info>
+    </prometheus>
+
+    <!-- Query log. Used only for queries with setting log_queries = 1. -->
+    <query_log>
+        <!-- What table to insert data. If table is not exist, it will be created.
+             When query log structure is changed after system update,
+              then old table will be renamed and new table will be created automatically.
+        -->
+        <database>system</database>
+        <table>query_log</table>
+        <!--
+            PARTITION BY expr: https://clickhouse.com/docs/en/table_engines/mergetree-family/custom_partitioning_key/
+            Example:
+                event_date
+                toMonday(event_date)
+                toYYYYMM(event_date)
+                toStartOfHour(event_time)
+        -->
+        <partition_by>toYYYYMM(event_date)</partition_by>
+        <!--
+            Table TTL specification: https://clickhouse.com/docs/en/engines/table-engines/mergetree-family/mergetree/#mergetree-table-ttl
+            Example:
+                event_date + INTERVAL 1 WEEK
+                event_date + INTERVAL 7 DAY DELETE
+                event_date + INTERVAL 2 WEEK TO DISK 'bbb'
+
+        <ttl>event_date + INTERVAL 30 DAY DELETE</ttl>
+        -->
+
+        <!-- Instead of partition_by, you can provide full engine expression (starting with ENGINE = ) with parameters,
+             Example: <engine>ENGINE = MergeTree PARTITION BY toYYYYMM(event_date) ORDER BY (event_date, event_time) SETTINGS index_granularity = 1024</engine>
+          -->
+
+        <!-- Interval of flushing data. -->
+        <flush_interval_milliseconds>7500</flush_interval_milliseconds>
+    </query_log>
+
+    <!-- Trace log. Stores stack traces collected by query profilers.
+         See query_profiler_real_time_period_ns and query_profiler_cpu_time_period_ns settings. -->
+    <trace_log>
+        <database>system</database>
+        <table>trace_log</table>
+
+        <partition_by>toYYYYMM(event_date)</partition_by>
+        <flush_interval_milliseconds>7500</flush_interval_milliseconds>
+    </trace_log>
+
+    <!-- Query thread log. Has information about all threads participated in query execution.
+         Used only for queries with setting log_query_threads = 1. -->
+    <query_thread_log>
+        <database>system</database>
+        <table>query_thread_log</table>
+        <partition_by>toYYYYMM(event_date)</partition_by>
+        <flush_interval_milliseconds>7500</flush_interval_milliseconds>
+    </query_thread_log>
+
+    <!-- Query views log. Has information about all dependent views associated with a query.
+         Used only for queries with setting log_query_views = 1. -->
+    <query_views_log>
+        <database>system</database>
+        <table>query_views_log</table>
+        <partition_by>toYYYYMM(event_date)</partition_by>
+        <flush_interval_milliseconds>7500</flush_interval_milliseconds>
+    </query_views_log>
+
+    <!-- Uncomment if use part log.
+         Part log contains information about all actions with parts in MergeTree tables (creation, deletion, merges, downloads).-->
+    <part_log>
+        <database>system</database>
+        <table>part_log</table>
+        <partition_by>toYYYYMM(event_date)</partition_by>
+        <flush_interval_milliseconds>7500</flush_interval_milliseconds>
+    </part_log>
+
+    <!-- Uncomment to write text log into table.
+         Text log contains all information from usual server log but stores it in structured and efficient way.
+         The level of the messages that goes to the table can be limited (<level>), if not specified all messages will go to the table.
+    <text_log>
+        <database>system</database>
+        <table>text_log</table>
+        <flush_interval_milliseconds>7500</flush_interval_milliseconds>
+        <level></level>
+    </text_log>
+    -->
+
+    <!-- Metric log contains rows with current values of ProfileEvents, CurrentMetrics collected with "collect_interval_milliseconds" interval. -->
+    <metric_log>
+        <database>system</database>
+        <table>metric_log</table>
+        <flush_interval_milliseconds>7500</flush_interval_milliseconds>
+        <collect_interval_milliseconds>1000</collect_interval_milliseconds>
+    </metric_log>
+
+    <!--
+        Asynchronous metric log contains values of metrics from
+        system.asynchronous_metrics.
+    -->
+    <asynchronous_metric_log>
+        <database>system</database>
+        <table>asynchronous_metric_log</table>
+        <!--
+            Asynchronous metrics are updated once a minute, so there is
+            no need to flush more often.
+        -->
+        <flush_interval_milliseconds>7000</flush_interval_milliseconds>
+    </asynchronous_metric_log>
+
+    <!--
+        OpenTelemetry log contains OpenTelemetry trace spans.
+    -->
+    <opentelemetry_span_log>
+        <!--
+            The default table creation code is insufficient, this <engine> spec
+            is a workaround. There is no 'event_time' for this log, but two times,
+            start and finish. It is sorted by finish time, to avoid inserting
+            data too far away in the past (probably we can sometimes insert a span
+            that is seconds earlier than the last span in the table, due to a race
+            between several spans inserted in parallel). This gives the spans a
+            global order that we can use to e.g. retry insertion into some external
+            system.
+        -->
+        <engine>
+            engine MergeTree
+            partition by toYYYYMM(finish_date)
+            order by (finish_date, finish_time_us, trace_id)
+        </engine>
+        <database>system</database>
+        <table>opentelemetry_span_log</table>
+        <flush_interval_milliseconds>7500</flush_interval_milliseconds>
+    </opentelemetry_span_log>
+
+
+    <!-- Crash log. Stores stack traces for fatal errors.
+         This table is normally empty. -->
+    <crash_log>
+        <database>system</database>
+        <table>crash_log</table>
+
+        <partition_by />
+        <flush_interval_milliseconds>1000</flush_interval_milliseconds>
+    </crash_log>
+
+    <!-- Session log. Stores user log in (successful or not) and log out events.
+
+        Note: session log has known security issues and should not be used in production.
+    -->
+    <!-- <session_log>
+        <database>system</database>
+        <table>session_log</table>
+
+        <partition_by>toYYYYMM(event_date)</partition_by>
+        <flush_interval_milliseconds>7500</flush_interval_milliseconds>
+    </session_log> -->
+
+    <!-- Profiling on Processors level. -->
+    <processors_profile_log>
+        <database>system</database>
+        <table>processors_profile_log</table>
+
+        <partition_by>toYYYYMM(event_date)</partition_by>
+        <flush_interval_milliseconds>7500</flush_interval_milliseconds>
+    </processors_profile_log>
+
+    <!-- <top_level_domains_path>/var/lib/clickhouse/top_level_domains/</top_level_domains_path> -->
+    <!-- Custom TLD lists.
+         Format: <name>/path/to/file</name>
+
+         Changes will not be applied w/o server restart.
+         Path to the list is under top_level_domains_path (see above).
+    -->
+    <top_level_domains_lists>
+        <!--
+        <public_suffix_list>/path/to/public_suffix_list.dat</public_suffix_list>
+        -->
+    </top_level_domains_lists>
+
+    <!-- Configuration of external dictionaries. See:
+         https://clickhouse.com/docs/en/sql-reference/dictionaries/external-dictionaries/external-dicts
+    -->
+    <dictionaries_config>*_dictionary.xml</dictionaries_config>
+
+    <!-- Configuration of user defined executable functions -->
+    <user_defined_executable_functions_config>*function.xml</user_defined_executable_functions_config>
+    <user_scripts_path>/var/lib/clickhouse/user_scripts/</user_scripts_path>
+
+    <!-- Uncomment if you want data to be compressed 30-100% better.
+         Don't do that if you just started using ClickHouse.
+      -->
+    <!--
+    <compression>
+        <!- - Set of variants. Checked in order. Last matching case wins. If nothing matches, lz4 will be used. - ->
+        <case>
+
+            <!- - Conditions. All must be satisfied. Some conditions may be omitted. - ->
+            <min_part_size>10000000000</min_part_size>        <!- - Min part size in bytes. - ->
+            <min_part_size_ratio>0.01</min_part_size_ratio>   <!- - Min size of part relative to whole table size. - ->
+
+            <!- - What compression method to use. - ->
+            <method>zstd</method>
+        </case>
+    </compression>
+    -->
+
+    <!-- Configuration of encryption. The server executes a command to
+         obtain an encryption key at startup if such a command is
+         defined, or encryption codecs will be disabled otherwise. The
+         command is executed through /bin/sh and is expected to write
+         a Base64-encoded key to the stdout. -->
+    <encryption_codecs>
+        <!-- aes_128_gcm_siv -->
+            <!-- Example of getting hex key from env -->
+            <!-- the code should use this key and throw an exception if its length is not 16 bytes -->
+            <!--key_hex from_env="..."></key_hex -->
+
+            <!-- Example of multiple hex keys. They can be imported from env or be written down in config-->
+            <!-- the code should use these keys and throw an exception if their length is not 16 bytes -->
+            <!-- key_hex id="0">...</key_hex -->
+            <!-- key_hex id="1" from_env=".."></key_hex -->
+            <!-- key_hex id="2">...</key_hex -->
+            <!-- current_key_id>2</current_key_id -->
+
+            <!-- Example of getting hex key from config -->
+            <!-- the code should use this key and throw an exception if its length is not 16 bytes -->
+            <!-- key>...</key -->
+
+            <!-- example of adding nonce -->
+            <!-- nonce>...</nonce -->
+
+        <!-- /aes_128_gcm_siv -->
+    </encryption_codecs>
+
+    <!-- Allow to execute distributed DDL queries (CREATE, DROP, ALTER, RENAME) on cluster.
+         Works only if ZooKeeper is enabled. Comment it if such functionality isn't required. -->
+    <distributed_ddl>
+        <!-- Path in ZooKeeper to queue with DDL queries -->
+        <path>/clickhouse/task_queue/ddl</path>
+
+        <!-- Settings from this profile will be used to execute DDL queries -->
+        <!-- <profile>default</profile> -->
+
+        <!-- Controls how much ON CLUSTER queries can be run simultaneously. -->
+        <!-- <pool_size>1</pool_size> -->
+
+        <!--
+             Cleanup settings (active tasks will not be removed)
+        -->
+
+        <!-- Controls task TTL (default 1 week) -->
+        <!-- <task_max_lifetime>604800</task_max_lifetime> -->
+
+        <!-- Controls how often cleanup should be performed (in seconds) -->
+        <!-- <cleanup_delay_period>60</cleanup_delay_period> -->
+
+        <!-- Controls how many tasks could be in the queue -->
+        <!-- <max_tasks_in_queue>1000</max_tasks_in_queue> -->
+    </distributed_ddl>
+
+    <!-- Settings to fine tune MergeTree tables. See documentation in source code, in MergeTreeSettings.h -->
+    <!--
+    <merge_tree>
+        <max_suspicious_broken_parts>5</max_suspicious_broken_parts>
+    </merge_tree>
+    -->
+
+    <!-- Protection from accidental DROP.
+         If size of a MergeTree table is greater than max_table_size_to_drop (in bytes) than table could not be dropped with any DROP query.
+         If you want do delete one table and don't want to change clickhouse-server config, you could create special file <clickhouse-path>/flags/force_drop_table and make DROP once.
+         By default max_table_size_to_drop is 50GB; max_table_size_to_drop=0 allows to DROP any tables.
+         The same for max_partition_size_to_drop.
+         Uncomment to disable protection.
+    -->
+    <!-- <max_table_size_to_drop>0</max_table_size_to_drop> -->
+    <!-- <max_partition_size_to_drop>0</max_partition_size_to_drop> -->
+
+    <!-- Example of parameters for GraphiteMergeTree table engine -->
+    <graphite_rollup_example>
+        <pattern>
+            <regexp>click_cost</regexp>
+            <function>any</function>
+            <retention>
+                <age>0</age>
+                <precision>3600</precision>
+            </retention>
+            <retention>
+                <age>86400</age>
+                <precision>60</precision>
+            </retention>
+        </pattern>
+        <default>
+            <function>max</function>
+            <retention>
+                <age>0</age>
+                <precision>60</precision>
+            </retention>
+            <retention>
+                <age>3600</age>
+                <precision>300</precision>
+            </retention>
+            <retention>
+                <age>86400</age>
+                <precision>3600</precision>
+            </retention>
+        </default>
+    </graphite_rollup_example>
+
+    <!-- Directory in <clickhouse-path> containing schema files for various input formats.
+         The directory will be created if it doesn't exist.
+      -->
+    <format_schema_path>/var/lib/clickhouse/format_schemas/</format_schema_path>
+
+    <!-- Default query masking rules, matching lines would be replaced with something else in the logs
+        (both text logs and system.query_log).
+        name - name for the rule (optional)
+        regexp - RE2 compatible regular expression (mandatory)
+        replace - substitution string for sensitive data (optional, by default - six asterisks)
+    -->
+    <query_masking_rules>
+        <rule>
+            <name>hide encrypt/decrypt arguments</name>
+            <regexp>((?:aes_)?(?:encrypt|decrypt)(?:_mysql)?)\s*\(\s*(?:'(?:\\'|.)+'|.*?)\s*\)</regexp>
+            <!-- or more secure, but also more invasive:
+                (aes_\w+)\s*\(.*\)
+            -->
+            <replace>\1(???)</replace>
+        </rule>
+    </query_masking_rules>
+
+    <!-- Uncomment to use custom http handlers.
+        rules are checked from top to bottom, first match runs the handler
+            url - to match request URL, you can use 'regex:' prefix to use regex match(optional)
+            methods - to match request method, you can use commas to separate multiple method matches(optional)
+            headers - to match request headers, match each child element(child element name is header name), you can use 'regex:' prefix to use regex match(optional)
+        handler is request handler
+            type - supported types: static, dynamic_query_handler, predefined_query_handler
+            query - use with predefined_query_handler type, executes query when the handler is called
+            query_param_name - use with dynamic_query_handler type, extracts and executes the value corresponding to the <query_param_name> value in HTTP request params
+            status - use with static type, response status code
+            content_type - use with static type, response content-type
+            response_content - use with static type, Response content sent to client, when using the prefix 'file://' or 'config://', find the content from the file or configuration send to client.
+
+    <http_handlers>
+        <rule>
+            <url>/</url>
+            <methods>POST,GET</methods>
+            <headers><pragma>no-cache</pragma></headers>
+            <handler>
+                <type>dynamic_query_handler</type>
+                <query_param_name>query</query_param_name>
+            </handler>
+        </rule>
+
+        <rule>
+            <url>/predefined_query</url>
+            <methods>POST,GET</methods>
+            <handler>
+                <type>predefined_query_handler</type>
+                <query>SELECT * FROM system.settings</query>
+            </handler>
+        </rule>
+
+        <rule>
+            <handler>
+                <type>static</type>
+                <status>200</status>
+                <content_type>text/plain; charset=UTF-8</content_type>
+                <response_content>config://http_server_default_response</response_content>
+            </handler>
+        </rule>
+    </http_handlers>
+    -->
+
+    <send_crash_reports>
+        <!-- Changing <enabled> to true allows sending crash reports to -->
+        <!-- the ClickHouse core developers team via Sentry https://sentry.io -->
+        <!-- Doing so at least in pre-production environments is highly appreciated -->
+        <enabled>false</enabled>
+        <!-- Change <anonymize> to true if you don't feel comfortable attaching the server hostname to the crash report -->
+        <anonymize>false</anonymize>
+        <!-- Default endpoint should be changed to different Sentry DSN only if you have -->
+        <!-- some in-house engineers or hired consultants who're going to debug ClickHouse issues for you -->
+        <endpoint>https://6f33034cfe684dd7a3ab9875e57b1c8d@o388870.ingest.sentry.io/5226277</endpoint>
+    </send_crash_reports>
+
+    <!-- Uncomment to disable ClickHouse internal DNS caching. -->
+    <!-- <disable_internal_dns_cache>1</disable_internal_dns_cache> -->
+
+    <!-- You can also configure rocksdb like this: -->
+    <!--
+    <rocksdb>
+        <options>
+            <max_background_jobs>8</max_background_jobs>
+        </options>
+        <column_family_options>
+            <num_levels>2</num_levels>
+        </column_family_options>
+        <tables>
+            <table>
+                <name>TABLE</name>
+                <options>
+                    <max_background_jobs>8</max_background_jobs>
+                </options>
+                <column_family_options>
+                    <num_levels>2</num_levels>
+                </column_family_options>
+            </table>
+        </tables>
+    </rocksdb>
+    -->
+
+    <!-- Uncomment if enable merge tree metadata cache -->
+    <merge_tree_metadata_cache>
+        <lru_cache_size>268435456</lru_cache_size>
+        <continue_if_corrupted>true</continue_if_corrupted>
+    </merge_tree_metadata_cache>
+</clickhouse>
diff --git a/examples/observability/common/clickhouse/custom-function.xml b/examples/observability/common/clickhouse/custom-function.xml
new file mode 100644
index 000000000..b2b3f91a1
--- /dev/null
+++ b/examples/observability/common/clickhouse/custom-function.xml
@@ -0,0 +1,21 @@
+<functions>
+    <function>
+        <type>executable</type>
+        <name>histogramQuantile</name>
+        <return_type>Float64</return_type>
+        <argument>
+            <type>Array(Float64)</type>
+            <name>buckets</name>
+        </argument>
+        <argument>
+            <type>Array(Float64)</type>
+            <name>counts</name>
+        </argument>
+        <argument>
+            <type>Float64</type>
+            <name>quantile</name>
+        </argument>
+        <format>CSV</format>
+        <command>./histogramQuantile</command>
+    </function>
+</functions>
diff --git a/examples/observability/common/clickhouse/users.xml b/examples/observability/common/clickhouse/users.xml
new file mode 100644
index 000000000..c0823e988
--- /dev/null
+++ b/examples/observability/common/clickhouse/users.xml
@@ -0,0 +1,123 @@
+<?xml version="1.0"?>
+<clickhouse>
+    <!-- See also the files in users.d directory where the settings can be overridden. -->
+
+    <!-- Profiles of settings. -->
+    <profiles>
+        <!-- Default settings. -->
+        <default>
+            <!-- Maximum memory usage for processing single query, in bytes. -->
+            <max_memory_usage>10000000000</max_memory_usage>
+
+            <!-- How to choose between replicas during distributed query processing.
+                 random - choose random replica from set of replicas with minimum number of errors
+                 nearest_hostname - from set of replicas with minimum number of errors, choose replica
+                  with minimum number of different symbols between replica's hostname and local hostname
+                  (Hamming distance).
+                 in_order - first live replica is chosen in specified order.
+                 first_or_random - if first replica one has higher number of errors, pick a random one from replicas with minimum number of errors.
+            -->
+            <load_balancing>random</load_balancing>
+        </default>
+
+        <!-- Profile that allows only read queries. -->
+        <readonly>
+            <readonly>1</readonly>
+        </readonly>
+    </profiles>
+
+    <!-- Users and ACL. -->
+    <users>
+        <!-- If user name was not specified, 'default' user is used. -->
+        <default>
+            <!-- See also the files in users.d directory where the password can be overridden.
+
+                 Password could be specified in plaintext or in SHA256 (in hex format).
+
+                 If you want to specify password in plaintext (not recommended), place it in 'password' element.
+                 Example: <password>qwerty</password>.
+                 Password could be empty.
+
+                 If you want to specify SHA256, place it in 'password_sha256_hex' element.
+                 Example: <password_sha256_hex>65e84be33532fb784c48129675f9eff3a682b27168c0ea744b2cf58ee02337c5</password_sha256_hex>
+                 Restrictions of SHA256: impossibility to connect to ClickHouse using MySQL JS client (as of July 2019).
+
+                 If you want to specify double SHA1, place it in 'password_double_sha1_hex' element.
+                 Example: <password_double_sha1_hex>e395796d6546b1b65db9d665cd43f0e858dd4303</password_double_sha1_hex>
+
+                 If you want to specify a previously defined LDAP server (see 'ldap_servers' in the main config) for authentication,
+                  place its name in 'server' element inside 'ldap' element.
+                 Example: <ldap><server>my_ldap_server</server></ldap>
+
+                 If you want to authenticate the user via Kerberos (assuming Kerberos is enabled, see 'kerberos' in the main config),
+                  place 'kerberos' element instead of 'password' (and similar) elements.
+                 The name part of the canonical principal name of the initiator must match the user name for authentication to succeed.
+                 You can also place 'realm' element inside 'kerberos' element to further restrict authentication to only those requests
+                  whose initiator's realm matches it.
+                 Example: <kerberos />
+                 Example: <kerberos><realm>EXAMPLE.COM</realm></kerberos>
+
+                 How to generate decent password:
+                 Execute: PASSWORD=$(base64 < /dev/urandom | head -c8); echo "$PASSWORD"; echo -n "$PASSWORD" | sha256sum | tr -d '-'
+                 In first line will be password and in second - corresponding SHA256.
+
+                 How to generate double SHA1:
+                 Execute: PASSWORD=$(base64 < /dev/urandom | head -c8); echo "$PASSWORD"; echo -n "$PASSWORD" | sha1sum | tr -d '-' | xxd -r -p | sha1sum | tr -d '-'
+                 In first line will be password and in second - corresponding double SHA1.
+            -->
+            <password></password>
+
+            <!-- List of networks with open access.
+
+                 To open access from everywhere, specify:
+                    <ip>::/0</ip>
+
+                 To open access only from localhost, specify:
+                    <ip>::1</ip>
+                    <ip>127.0.0.1</ip>
+
+                 Each element of list has one of the following forms:
+                 <ip> IP-address or network mask. Examples: 192.0.2.3 or 10.0.0.1/8 or 10.0.0.1/255.255.255.0
+                     2001:db8::3 or 2001:db8::3/64 or 2001:db8::3/ffff:ffff:ffff:ffff::.
+                 <host> Hostname. Example: server01.clickhouse.com.
+                     To check access, DNS query is performed, and all received addresses compared to peer address.
+                 <host_regexp> Regular expression for host names. Example, ^server\d\d-\d\d-\d\.clickhouse\.com$
+                     To check access, DNS PTR query is performed for peer address and then regexp is applied.
+                     Then, for result of PTR query, another DNS query is performed and all received addresses compared to peer address.
+                     Strongly recommended that regexp is ends with $
+                 All results of DNS requests are cached till server restart.
+            -->
+            <networks>
+                <ip>::/0</ip>
+            </networks>
+
+            <!-- Settings profile for user. -->
+            <profile>default</profile>
+
+            <!-- Quota for user. -->
+            <quota>default</quota>
+
+            <!-- User can create other users and grant rights to them. -->
+            <!-- <access_management>1</access_management> -->
+        </default>
+    </users>
+
+    <!-- Quotas. -->
+    <quotas>
+        <!-- Name of quota. -->
+        <default>
+            <!-- Limits for time interval. You could specify many intervals with different limits. -->
+            <interval>
+                <!-- Length of interval. -->
+                <duration>3600</duration>
+
+                <!-- No limits. Just calculate resource usage for time interval. -->
+                <queries>0</queries>
+                <errors>0</errors>
+                <result_rows>0</result_rows>
+                <read_rows>0</read_rows>
+                <execution_time>0</execution_time>
+            </interval>
+        </default>
+    </quotas>
+</clickhouse>
diff --git a/examples/observability/docker/docker-compose.yaml b/examples/observability/docker/docker-compose.yaml
new file mode 100644
index 000000000..2ef568f70
--- /dev/null
+++ b/examples/observability/docker/docker-compose.yaml
@@ -0,0 +1,229 @@
+# Based on the official SigNoz v0.129.0 Docker Compose deployment.
+x-common:
+  networks: &id001
+  - signoz-net
+  restart: unless-stopped
+  logging: &id002
+    options:
+      max-size: 50m
+      max-file: '3'
+x-clickhouse-defaults:
+  networks: *id001
+  restart: unless-stopped
+  logging: *id002
+  image: clickhouse/clickhouse-server:25.5.6
+  tty: true
+  labels: &id005
+    signoz.io/scrape: 'true'
+    signoz.io/port: '9363'
+    signoz.io/path: /metrics
+  depends_on: &id006
+    init-clickhouse:
+      condition: service_completed_successfully
+    zookeeper-1:
+      condition: service_healthy
+  healthcheck: &id007
+    test:
+    - CMD
+    - wget
+    - --spider
+    - -q
+    - 0.0.0.0:8123/ping
+    interval: 30s
+    timeout: 5s
+    retries: 3
+  ulimits: &id008
+    nproc: 65535
+    nofile:
+      soft: 262144
+      hard: 262144
+  environment: &id009
+  - CLICKHOUSE_SKIP_USER_SETUP=1
+x-zookeeper-defaults:
+  networks: *id001
+  restart: unless-stopped
+  logging: *id002
+  image: signoz/zookeeper:3.7.1
+  user: root
+  labels: &id003
+    signoz.io/scrape: 'true'
+    signoz.io/port: '9141'
+    signoz.io/path: /metrics
+  healthcheck: &id004
+    test:
+    - CMD-SHELL
+    - curl -s -m 2 http://localhost:8080/commands/ruok | grep error | grep null
+    interval: 30s
+    timeout: 5s
+    retries: 3
+x-db-depend:
+  networks: *id001
+  restart: unless-stopped
+  logging: *id002
+  depends_on: &id010
+    clickhouse:
+      condition: service_healthy
+services:
+  init-clickhouse:
+    networks: *id001
+    restart: on-failure
+    logging: *id002
+    image: clickhouse/clickhouse-server:25.5.6
+    command:
+    - bash
+    - -c
+    - 'version="v0.0.1"
+
+      node_os=$$(uname -s | tr ''[:upper:]'' ''[:lower:]'')
+
+      node_arch=$$(uname -m | sed s/aarch64/arm64/ | sed s/x86_64/amd64/)
+
+      echo "Fetching histogram-binary for $${node_os}/$${node_arch}"
+
+      cd /tmp
+
+      wget -O histogram-quantile.tar.gz "https://github.com/SigNoz/signoz/releases/download/histogram-quantile%2F$${version}/histogram-quantile_$${node_os}_$${node_arch}.tar.gz"
+
+      tar -xvzf histogram-quantile.tar.gz
+
+      mv histogram-quantile /var/lib/clickhouse/user_scripts/histogramQuantile
+
+      '
+    volumes:
+    - user-scripts:/var/lib/clickhouse/user_scripts/
+  zookeeper-1:
+    networks: *id001
+    restart: unless-stopped
+    logging: *id002
+    image: signoz/zookeeper:3.7.1
+    user: root
+    labels: *id003
+    healthcheck: *id004
+    volumes:
+    - zookeeper-1:/bitnami/zookeeper
+    environment:
+    - ZOO_SERVER_ID=1
+    - ALLOW_ANONYMOUS_LOGIN=yes
+    - ZOO_AUTOPURGE_INTERVAL=1
+    - ZOO_ENABLE_PROMETHEUS_METRICS=yes
+    - ZOO_PROMETHEUS_METRICS_PORT_NUMBER=9141
+  clickhouse:
+    networks: *id001
+    restart: unless-stopped
+    logging: *id002
+    image: clickhouse/clickhouse-server:25.5.6
+    tty: true
+    labels: *id005
+    depends_on: *id006
+    healthcheck: *id007
+    ulimits: *id008
+    environment: *id009
+    volumes:
+    - ../common/clickhouse/config.xml:/etc/clickhouse-server/config.xml
+    - ../common/clickhouse/users.xml:/etc/clickhouse-server/users.xml
+    - ../common/clickhouse/custom-function.xml:/etc/clickhouse-server/custom-function.xml
+    - user-scripts:/var/lib/clickhouse/user_scripts/
+    - ../common/clickhouse/cluster.xml:/etc/clickhouse-server/config.d/cluster.xml
+    - clickhouse:/var/lib/clickhouse/
+  signoz:
+    networks: *id001
+    restart: unless-stopped
+    logging: *id002
+    depends_on: *id010
+    image: signoz/signoz:v0.129.0
+    ports:
+    - 127.0.0.1:24880:8080
+    volumes:
+    - sqlite:/var/lib/signoz/
+    environment:
+    - SIGNOZ_ALERTMANAGER_PROVIDER=signoz
+    - SIGNOZ_TELEMETRYSTORE_CLICKHOUSE_DSN=tcp://clickhouse:9000
+    - SIGNOZ_SQLSTORE_SQLITE_PATH=/var/lib/signoz/signoz.db
+    - SIGNOZ_TOKENIZER_JWT_SECRET=secret
+    - SIGNOZ_ANALYTICS_ENABLED=false
+    healthcheck:
+      test:
+      - CMD
+      - wget
+      - --spider
+      - -q
+      - localhost:8080/api/v1/health
+      interval: 30s
+      timeout: 5s
+      retries: 3
+  otel-collector:
+    networks: *id001
+    restart: unless-stopped
+    logging: *id002
+    depends_on: *id010
+    image: signoz/signoz-otel-collector:v0.144.5
+    entrypoint:
+    - /bin/sh
+    command:
+    - -c
+    - /signoz-otel-collector migrate sync check && /signoz-otel-collector --config=/etc/otel-collector-config.yaml
+    volumes:
+    - ./otel-collector-config.yaml:/etc/otel-collector-config.yaml:ro
+    environment:
+    - OTEL_RESOURCE_ATTRIBUTES=host.name=signoz-host,os.type=linux
+    - LOW_CARDINAL_EXCEPTION_GROUPING=false
+    - SIGNOZ_OTEL_COLLECTOR_CLICKHOUSE_DSN=tcp://clickhouse:9000
+    - SIGNOZ_OTEL_COLLECTOR_CLICKHOUSE_CLUSTER=cluster
+    - SIGNOZ_OTEL_COLLECTOR_CLICKHOUSE_REPLICATION=true
+    - SIGNOZ_OTEL_COLLECTOR_TIMEOUT=10m
+    ports:
+    - 127.0.0.1:24317:4317
+    - 127.0.0.1:24318:4318
+    - 127.0.0.1:23133:13133
+  signoz-telemetrystore-migrator:
+    networks: *id001
+    restart: on-failure
+    logging: *id002
+    depends_on: *id010
+    image: signoz/signoz-otel-collector:v0.144.5
+    environment:
+    - SIGNOZ_OTEL_COLLECTOR_CLICKHOUSE_DSN=tcp://clickhouse:9000
+    - SIGNOZ_OTEL_COLLECTOR_CLICKHOUSE_CLUSTER=cluster
+    - SIGNOZ_OTEL_COLLECTOR_CLICKHOUSE_REPLICATION=true
+    - SIGNOZ_OTEL_COLLECTOR_TIMEOUT=10m
+    entrypoint:
+    - /bin/sh
+    command:
+    - -c
+    - '/signoz-otel-collector migrate bootstrap &&
+
+      /signoz-otel-collector migrate sync up &&
+
+      /signoz-otel-collector migrate async up
+
+      '
+  phoenix:
+    image: arizephoenix/phoenix:version-20.20.0
+    restart: unless-stopped
+    networks:
+    - signoz-net
+    ports:
+    - 127.0.0.1:24006:6006
+    environment:
+      PHOENIX_WORKING_DIR: /phoenix-data
+      PHOENIX_ENABLE_AUTH: 'false'
+    volumes:
+    - phoenix:/phoenix-data
+    healthcheck:
+      test:
+      - CMD
+      - python
+      - -c
+      - import urllib.request; urllib.request.urlopen("http://localhost:6006/healthz")
+      interval: 5s
+      timeout: 5s
+      retries: 30
+networks:
+  signoz-net: {}
+volumes:
+  clickhouse: {}
+  sqlite: {}
+  zookeeper-1: {}
+  phoenix: {}
+  user-scripts: {}
+name: cyber-observability
diff --git a/examples/observability/docker/otel-collector-config.yaml b/examples/observability/docker/otel-collector-config.yaml
new file mode 100644
index 000000000..cb7e0c859
--- /dev/null
+++ b/examples/observability/docker/otel-collector-config.yaml
@@ -0,0 +1,162 @@
+# SigNoz v0.129.0 collector configuration, with trace fan-out to Phoenix.
+connectors:
+  signozmeter:
+    metrics_flush_interval: 1h
+    dimensions:
+    - name: service.name
+    - name: deployment.environment
+    - name: host.name
+receivers:
+  otlp:
+    protocols:
+      grpc:
+        endpoint: 0.0.0.0:4317
+      http:
+        endpoint: 0.0.0.0:4318
+  prometheus:
+    config:
+      global:
+        scrape_interval: 60s
+      scrape_configs:
+      - job_name: otel-collector
+        static_configs:
+        - targets:
+          - localhost:8888
+          labels:
+            job_name: otel-collector
+processors:
+  batch:
+    send_batch_size: 10000
+    send_batch_max_size: 11000
+    timeout: 1s
+  batch/meter:
+    send_batch_max_size: 25000
+    send_batch_size: 20000
+    timeout: 1s
+  resourcedetection:
+    detectors:
+    - env
+    - system
+    timeout: 2s
+  signozspanmetrics/delta:
+    metrics_exporter: signozclickhousemetrics
+    metrics_flush_interval: 60s
+    latency_histogram_buckets:
+    - 100us
+    - 1ms
+    - 2ms
+    - 6ms
+    - 10ms
+    - 50ms
+    - 100ms
+    - 250ms
+    - 500ms
+    - 1000ms
+    - 1400ms
+    - 2000ms
+    - 5s
+    - 10s
+    - 20s
+    - 40s
+    - 60s
+    dimensions_cache_size: 100000
+    aggregation_temporality: AGGREGATION_TEMPORALITY_DELTA
+    enable_exp_histogram: true
+    dimensions:
+    - name: service.namespace
+      default: default
+    - name: deployment.environment
+      default: default
+    - name: signoz.collector.id
+    - name: service.version
+    - name: browser.platform
+    - name: browser.mobile
+    - name: k8s.cluster.name
+    - name: k8s.node.name
+    - name: k8s.namespace.name
+    - name: host.name
+    - name: host.type
+    - name: container.name
+extensions:
+  health_check:
+    endpoint: 0.0.0.0:13133
+  pprof:
+    endpoint: 0.0.0.0:1777
+exporters:
+  clickhousetraces:
+    datasource: tcp://clickhouse:9000/signoz_traces
+    low_cardinal_exception_grouping: ${env:LOW_CARDINAL_EXCEPTION_GROUPING}
+    use_new_schema: true
+  signozclickhousemetrics:
+    dsn: tcp://clickhouse:9000/signoz_metrics
+  clickhouselogsexporter:
+    dsn: tcp://clickhouse:9000/signoz_logs
+    timeout: 10s
+    use_new_schema: true
+  signozclickhousemeter:
+    dsn: tcp://clickhouse:9000/signoz_meter
+    timeout: 45s
+    sending_queue:
+      enabled: false
+  metadataexporter:
+    cache:
+      provider: in_memory
+    dsn: tcp://clickhouse:9000/signoz_metadata
+    enabled: true
+    timeout: 45s
+  otlphttp/phoenix:
+    endpoint: http://phoenix:6006
+    compression: none
+service:
+  telemetry:
+    logs:
+      encoding: json
+  extensions:
+  - health_check
+  - pprof
+  pipelines:
+    traces:
+      receivers:
+      - otlp
+      processors:
+      - signozspanmetrics/delta
+      - batch
+      exporters:
+      - clickhousetraces
+      - metadataexporter
+      - signozmeter
+      - otlphttp/phoenix
+    metrics:
+      receivers:
+      - otlp
+      processors:
+      - batch
+      exporters:
+      - signozclickhousemetrics
+      - metadataexporter
+      - signozmeter
+    metrics/prometheus:
+      receivers:
+      - prometheus
+      processors:
+      - batch
+      exporters:
+      - signozclickhousemetrics
+      - metadataexporter
+      - signozmeter
+    logs:
+      receivers:
+      - otlp
+      processors:
+      - batch
+      exporters:
+      - clickhouselogsexporter
+      - metadataexporter
+      - signozmeter
+    metrics/meter:
+      receivers:
+      - signozmeter
+      processors:
+      - batch/meter
+      exporters:
+      - signozclickhousemeter
diff --git a/exts/observe/extension.go b/exts/observe/extension.go
index 70dfde3cd..c67eed2d0 100644
--- a/exts/observe/extension.go
+++ b/exts/observe/extension.go
@@ -18,6 +18,7 @@ import (
 	"github.com/chainreactors/cyber/core/operation"
 	procbus "github.com/chainreactors/cyber/core/proc"
 	"github.com/chainreactors/cyber/core/telemetry"
+	coretool "github.com/chainreactors/cyber/core/tool"
 	toolhooks "github.com/chainreactors/cyber/core/tool/hooks"
 	"google.golang.org/protobuf/proto"
 	"google.golang.org/protobuf/types/known/anypb"
@@ -173,6 +174,15 @@ func (e *Extension) toolStarted(ctx context.Context, event toolhooks.CallEvent)
 }
 
 func (e *Extension) toolCompleted(ctx context.Context, event toolhooks.Completion) (struct{}, error) {
+	// ToolResult.IsError is model-visible failure feedback even when the tool
+	// deliberately returns no Go error (for example, a shell's nonzero exit).
+	if event.Err == nil && event.Result.GetIsError() {
+		message := coretool.ResultText(event.Result)
+		if message == "" {
+			message = "tool returned an error result"
+		}
+		event.Err = errors.New(message)
+	}
 	e.emitCompleted(ctx, "tool", event.Call.GetName(), event.Lifecycle)
 	return struct{}{}, nil
 }
diff --git a/exts/otel/bridge.go b/exts/otel/bridge.go
new file mode 100644
index 000000000..4d79a2ecb
--- /dev/null
+++ b/exts/otel/bridge.go
@@ -0,0 +1,389 @@
+package otel
+
+import (
+	"context"
+	"time"
+
+	"github.com/chainreactors/cyber/aop"
+	operationpb "github.com/chainreactors/cyber/aop/operation"
+	"github.com/chainreactors/cyber/core/types"
+	"go.opentelemetry.io/otel/attribute"
+	"go.opentelemetry.io/otel/codes"
+	"go.opentelemetry.io/otel/trace"
+	"google.golang.org/protobuf/encoding/protojson"
+)
+
+// aopBridge consumes only published AOP facts. It has no Agent/provider hooks
+// and does not require OTel identities or new payloads from AOP producers.
+// The subscription serializes access; completed correlation is bounded.
+type aopBridge struct {
+	tracer        trace.Tracer
+	capture       bool
+	provider      string
+	signals       *signals
+	turns         map[turnKey]*turn
+	sessions      map[string]*session
+	scopes        map[scopeKey]*scopeSpan
+	seen          *recent[turnKey, bool]
+	endedTurns    *recent[turnKey, context.Context]
+	endedScopes   *recent[scopeKey, context.Context]
+	endedSessions *recent[string, *session]
+	calls         *recent[turnKey, context.Context]
+	callSources   *recent[turnKey, context.Context]
+}
+
+type turnKey struct{ session, turn string }
+type scopeKey struct{ session, kind, id string }
+type session struct {
+	model, parent, call string
+	delegation          *types.DelegationDetail
+	emitter             string
+	start, last         time.Time
+	ctx                 context.Context
+}
+type turn struct {
+	ctx      context.Context
+	modelCtx context.Context
+	span     trace.Span
+	requests int
+	llm      *requestSpan
+	input    string
+	last     time.Time
+}
+type requestSpan struct {
+	span       trace.Span
+	start, end time.Time
+	attempts   int
+}
+type scopeSpan struct {
+	ctx         context.Context
+	span        trace.Span
+	start, last time.Time
+	children    bool
+}
+
+// A FIFO retains identities after End so late events cannot resurrect a span.
+// It also retains parent contexts after export, without retaining span payloads.
+type recent[K comparable, V any] struct {
+	values map[K]V
+	keys   []K
+	next   int
+}
+
+func newRecent[K comparable, V any]() *recent[K, V] { return &recent[K, V]{values: make(map[K]V)} }
+func (r *recent[K, V]) get(key K) (V, bool)         { value, ok := r.values[key]; return value, ok }
+func (r *recent[K, V]) put(key K, value V) {
+	if _, ok := r.values[key]; ok {
+		r.values[key] = value
+		return
+	}
+	const limit = 4096
+	if len(r.keys) < limit {
+		r.keys = append(r.keys, key)
+	} else {
+		delete(r.values, r.keys[r.next])
+		r.keys[r.next] = key
+		r.next = (r.next + 1) % limit
+	}
+	r.values[key] = value
+}
+
+func (r *recent[K, V]) forget(key K) {
+	delete(r.values, key)
+	// Preserve FIFO ordering when a lifecycle without a request ID is reused.
+	ordered := append(append([]K(nil), r.keys[r.next:]...), r.keys[:r.next]...)
+	r.keys = r.keys[:0]
+	for _, existing := range ordered {
+		if existing != key {
+			r.keys = append(r.keys, existing)
+		}
+	}
+	r.next = 0
+}
+func newAOPBridge(tracer trace.Tracer, capture bool) *aopBridge {
+	return &aopBridge{tracer: tracer, capture: capture,
+		turns: make(map[turnKey]*turn), sessions: make(map[string]*session), scopes: make(map[scopeKey]*scopeSpan),
+		seen: newRecent[turnKey, bool](), endedTurns: newRecent[turnKey, context.Context](),
+		endedScopes: newRecent[scopeKey, context.Context](), endedSessions: newRecent[string, *session](), calls: newRecent[turnKey, context.Context](), callSources: newRecent[turnKey, context.Context](), provider: "unknown"}
+}
+func stamp(event *aop.Event) time.Time {
+	if event.EmittedAt != nil {
+		return event.EmittedAt.AsTime()
+	}
+	return time.Now()
+}
+func attributes(event *aop.Event) []attribute.KeyValue {
+	return []attribute.KeyValue{
+		attribute.String("cyber.session.id", event.SessionId), attribute.String("session.id", event.SessionId), attribute.String("gen_ai.conversation.id", event.SessionId),
+		attribute.String("cyber.turn.id", event.TurnId), attribute.String("cyber.emitter", event.Emitter),
+		attribute.String("aop.event.id", event.Id), attribute.Int64("aop.event.seq", int64(event.Seq)),
+	}
+}
+func (b *aopBridge) session(id string) *session {
+	if state := b.sessions[id]; state != nil {
+		return state
+	}
+	state, _ := b.endedSessions.get(id)
+	return state
+}
+func (b *aopBridge) ensureTurn(event *aop.Event) *turn {
+	key := turnKey{event.SessionId, event.TurnId}
+	if key.session == "" || key.turn == "" {
+		return nil
+	}
+	if _, ended := b.endedSessions.get(event.SessionId); ended {
+		return nil
+	}
+	if _, ended := b.endedTurns.get(key); ended {
+		return nil
+	}
+	if existing := b.turns[key]; existing != nil {
+		if at := stamp(event); at.After(existing.last) {
+			existing.last = at
+		}
+		return existing
+	}
+	ctx := context.Background()
+	attrs := append(attributes(event), attribute.String("openinference.span.kind", "AGENT"), attribute.String("gen_ai.operation.name", "invoke_agent"), attribute.String("gen_ai.provider.name", b.provider), attribute.Bool("cyber.start_missing", event.GetTurnStarted() == nil))
+	name := "invoke_agent"
+	opts := []trace.SpanStartOption{trace.WithTimestamp(stamp(event))}
+	if state := b.session(event.SessionId); state != nil {
+		attrs = append(attrs, attribute.String("cyber.parent.session.id", state.parent), attribute.String("cyber.parent.call.id", state.call))
+		background := false
+		if d := state.delegation; d != nil {
+			background = d.RunMode == types.DelegationRunBackground
+			if d.AgentName != "" {
+				name += " " + d.AgentName
+				attrs = append(attrs, attribute.String("gen_ai.agent.name", d.AgentName))
+			}
+			if d.AgentId != "" {
+				attrs = append(attrs, attribute.String("gen_ai.agent.id", d.AgentId))
+			}
+			attrs = append(attrs, attribute.String("cyber.agent.id", d.AgentId), attribute.String("cyber.agent.name", d.AgentName), attribute.String("cyber.agent.type", d.AgentType), attribute.String("cyber.agent.run_mode", d.RunMode), attribute.String("cyber.agent.context_mode", d.ContextMode))
+			if b.capture {
+				attrs = append(attrs, attribute.String("cyber.agent.task", clip(d.Task)))
+			}
+		}
+		if state.call != "" {
+			if parent, ok := b.calls.get(turnKey{state.parent, state.call}); ok {
+				if background {
+					opts = append(opts, trace.WithLinks(trace.Link{SpanContext: trace.SpanContextFromContext(parent)}))
+					attrs = append(attrs, sourceAttributes(parent)...)
+				} else {
+					ctx = parent
+				}
+			} else {
+				attrs = append(attrs, attribute.Bool("cyber.parent.missing", true))
+			}
+		}
+	}
+	opts = append(opts, trace.WithAttributes(attrs...))
+	ctx, span := b.tracer.Start(ctx, name, opts...)
+	if state := b.sessions[event.SessionId]; state != nil {
+		state.ctx = ctx
+	}
+	run := &turn{ctx: ctx, span: span, last: stamp(event)}
+	b.turns[key] = run
+	return run
+}
+func (b *aopBridge) scopeContext(key scopeKey) (context.Context, bool) {
+	if state := b.scopes[key]; state != nil {
+		return state.ctx, true
+	}
+	return b.endedScopes.get(key)
+}
+func (b *aopBridge) startScope(event *aop.Event, key scopeKey, name, kind string, at time.Time, parent scopeKey, background bool, attrs ...attribute.KeyValue) *scopeSpan {
+	if _, ended := b.endedSessions.get(event.SessionId); ended {
+		return nil
+	}
+	if existing := b.scopes[key]; existing != nil {
+		return existing
+	}
+	if _, ended := b.endedScopes.get(key); ended {
+		return nil
+	}
+	ctx := context.Background()
+	opts := []trace.SpanStartOption{trace.WithTimestamp(at)}
+	attrs = append(attributes(event), attrs...)
+	attrs = append(attrs, attribute.String("openinference.span.kind", kind))
+	if kind == "TOOL" {
+		// Only an assistant's actual tool-call ID proves model causality.
+		for _, attr := range attrs {
+			if attr.Key == "gen_ai.tool.call.id" {
+				if source, ok := b.callSources.get(turnKey{event.SessionId, attr.Value.AsString()}); ok {
+					opts = append(opts, trace.WithLinks(trace.Link{SpanContext: trace.SpanContextFromContext(source)}))
+					attrs = append(attrs, sourceAttributes(source)...)
+				}
+				break
+			}
+		}
+	}
+	if parent.id != "" {
+		if known, ok := b.scopeContext(parent); ok {
+			ctx = known
+		} else {
+			attrs = append(attrs, attribute.Bool("cyber.parent.missing", true))
+		}
+	}
+	if !trace.SpanContextFromContext(ctx).IsValid() {
+		key := turnKey{event.SessionId, event.TurnId}
+		if source, closed := b.endedTurns.get(key); closed {
+			opts = append(opts, trace.WithLinks(trace.Link{SpanContext: trace.SpanContextFromContext(source)}))
+			attrs = append(attrs, sourceAttributes(source)...)
+			attrs = append(attrs, attribute.Bool("cyber.source.turn_ended", true))
+		} else if background {
+			if run := b.turns[key]; run != nil {
+				opts = append(opts, trace.WithLinks(trace.Link{SpanContext: trace.SpanContextFromContext(run.ctx)}))
+				attrs = append(attrs, sourceAttributes(run.ctx)...)
+			} else {
+				attrs = append(attrs, attribute.Bool("cyber.source.missing", true))
+			}
+		} else if run := b.ensureTurn(event); run != nil {
+			ctx = run.ctx
+		}
+	}
+	if kind == "LLM" {
+		opts = append(opts, trace.WithSpanKind(trace.SpanKindClient))
+	}
+	opts = append(opts, trace.WithAttributes(attrs...))
+	ctx, span := b.tracer.Start(ctx, name, opts...)
+	state := &scopeSpan{ctx: ctx, span: span, start: at, last: stamp(event)}
+	b.scopes[key] = state
+	return state
+}
+func endAt(span trace.Span, start, end time.Time) {
+	if end.Before(start) {
+		span.SetAttributes(attribute.Bool("cyber.timestamp.invalid", true))
+		end = start
+	}
+	span.End(trace.WithTimestamp(end))
+}
+
+// Also expose source IDs as ordinary attributes for backends whose query API
+// does not expose native OTel links (including the tested Phoenix version).
+func sourceAttributes(ctx context.Context) []attribute.KeyValue {
+	span := trace.SpanContextFromContext(ctx)
+	return []attribute.KeyValue{attribute.String("cyber.source.trace_id", span.TraceID().String()), attribute.String("cyber.source.span_id", span.SpanID().String())}
+}
+func (b *aopBridge) endScope(key scopeKey, at time.Time) {
+	if state := b.scopes[key]; state != nil {
+		endAt(state.span, state.start, at)
+		b.endedScopes.put(key, trace.ContextWithSpanContext(context.Background(), state.span.SpanContext()))
+		delete(b.scopes, key)
+	}
+}
+func (b *aopBridge) factAttributes(event *aop.Event, extra ...attribute.KeyValue) []attribute.KeyValue {
+	attrs := append(attributes(event), attribute.String("aop.event.kind", aop.Kind(event)))
+	attrs = append(attrs, extra...)
+	if payload := event.GetExtension(); payload != nil {
+		attrs = append(attrs, attribute.String("aop.extension.type", string(payload.MessageName())))
+	}
+	var extensionTypes []string
+	for _, value := range event.Extensions {
+		extensionTypes = append(extensionTypes, string(value.MessageName()))
+	}
+	if len(extensionTypes) > 0 {
+		attrs = append(attrs, attribute.StringSlice("aop.extension.types", extensionTypes))
+	}
+	if b.capture {
+		if data, err := (protojson.MarshalOptions{UseProtoNames: true}).Marshal(event); err == nil {
+			attrs = append(attrs, attribute.String("aop.event.payload", clip(string(data))))
+		}
+	}
+	return attrs
+}
+
+func (b *aopBridge) addFact(span trace.Span, event *aop.Event, attrs []attribute.KeyValue) {
+	span.AddEvent(aop.Kind(event), trace.WithTimestamp(stamp(event)), trace.WithAttributes(b.factAttributes(event, attrs...)...))
+}
+
+func (b *aopBridge) fact(event *aop.Event, ref *operationpb.Ref, extra ...attribute.KeyValue) {
+	attrs := b.factAttributes(event, extra...)
+	if ref != nil {
+		key := scopeKey{event.SessionId, "operation", ref.OperationId}
+		if state := b.scopes[key]; state != nil {
+			state.last = stamp(event)
+			state.span.AddEvent(aop.Kind(event), trace.WithTimestamp(stamp(event)), trace.WithAttributes(attrs...))
+			return
+		}
+	}
+	if run := b.ensureTurn(event); run != nil {
+		run.span.AddEvent(aop.Kind(event), trace.WithTimestamp(stamp(event)), trace.WithAttributes(attrs...))
+		return
+	}
+	// A late/background fact remains observable without extending a closed Turn.
+	ctx := context.Background()
+	opts := []trace.SpanStartOption{trace.WithTimestamp(stamp(event)), trace.WithAttributes(append(attrs, attribute.String("openinference.span.kind", "CHAIN"))...)}
+	if ref != nil {
+		if parent, ok := b.scopeContext(scopeKey{event.SessionId, "operation", ref.OperationId}); ok {
+			ctx = parent
+		}
+	}
+	if !trace.SpanContextFromContext(ctx).IsValid() {
+		if source, ok := b.endedTurns.get(turnKey{event.SessionId, event.TurnId}); ok {
+			opts = append(opts, trace.WithLinks(trace.Link{SpanContext: trace.SpanContextFromContext(source)}))
+			opts = append(opts, trace.WithAttributes(sourceAttributes(source)...))
+		}
+	}
+	_, span := b.tracer.Start(ctx, "aop."+aop.Kind(event), opts...)
+	span.End(trace.WithTimestamp(stamp(event)))
+}
+
+// finishSession ends only work owned by this Session. A delegated background
+// Agent has a different Session identity and outlives its caller independently.
+func (b *aopBridge) finishSession(id string, at time.Time) {
+	for key, state := range b.scopes {
+		if key.session != id {
+			continue
+		}
+		failSpan(state.span, "incomplete", "scope completion was not observed")
+		state.span.SetAttributes(attribute.Bool("cyber.incomplete", true))
+		b.endScope(key, at)
+	}
+	for key, run := range b.turns {
+		if key.session != id {
+			continue
+		}
+		b.finishRequests(run, nil, at)
+		failSpan(run.span, "incomplete", "turn completion was not observed")
+		run.span.SetAttributes(attribute.Bool("cyber.incomplete", true))
+		run.span.End(trace.WithTimestamp(at))
+		b.endedTurns.put(key, trace.ContextWithSpanContext(context.Background(), run.span.SpanContext()))
+		delete(b.turns, key)
+	}
+}
+func (b *aopBridge) finishOpen() {
+	// Partial streams need not contain SessionStarted. Use each owner's latest
+	// observation so shutdown cannot end a span before its last known event.
+	last := make(map[string]time.Time)
+	for key, state := range b.scopes {
+		if state.last.After(last[key.session]) {
+			last[key.session] = state.last
+		}
+	}
+	for key, run := range b.turns {
+		if run.last.After(last[key.session]) {
+			last[key.session] = run.last
+		}
+	}
+	for id, state := range b.sessions {
+		if state.last.After(last[id]) {
+			last[id] = state.last
+		}
+	}
+	for id, at := range last {
+		b.finishSession(id, at)
+	}
+	for id, state := range b.sessions {
+		b.sessionEnded(id, state, "incomplete", last[id])
+		b.endedSessions.put(id, state)
+		delete(b.sessions, id)
+	}
+}
+
+// Error classes come from AOP's finite outcomes, never from arbitrary messages.
+// A handled/retryable error is an event; only terminal failures set error.type.
+func failSpan(span trace.Span, kind, message string) {
+	span.SetStatus(codes.Error, message)
+	span.SetAttributes(attribute.String("error.type", kind))
+}
diff --git a/exts/otel/events.go b/exts/otel/events.go
new file mode 100644
index 000000000..158667094
--- /dev/null
+++ b/exts/otel/events.go
@@ -0,0 +1,338 @@
+package otel
+
+import (
+	"context"
+	"fmt"
+	"time"
+
+	"github.com/chainreactors/cyber/aop"
+	operationpb "github.com/chainreactors/cyber/aop/operation"
+	"github.com/chainreactors/cyber/core/types"
+	"go.opentelemetry.io/otel/attribute"
+	"go.opentelemetry.io/otel/trace"
+	"google.golang.org/protobuf/encoding/protojson"
+)
+
+func (b *aopBridge) consume(event *aop.Event) (resultErr error) {
+	if event == nil {
+		return nil
+	}
+	if event.Id != "" {
+		key := turnKey{event.SessionId, event.Id}
+		if _, seen := b.seen.get(key); seen {
+			return nil
+		}
+		b.seen.put(key, true)
+	}
+	defer func() { b.eventLog(event, resultErr) }()
+	if state := b.sessions[event.SessionId]; state != nil {
+		state.last = stamp(event)
+	}
+	if started := event.GetSessionStarted(); started != nil {
+		if b.session(event.SessionId) != nil {
+			return nil
+		}
+		detail, _, err := types.GetDelegation(event)
+		if err != nil {
+			return err
+		}
+		state := &session{model: started.Model, parent: started.ParentSessionId, call: started.ParentToolCallId, delegation: detail, emitter: event.Emitter, start: stamp(event), last: stamp(event), ctx: context.Background()}
+		if parent, ok := b.calls.get(turnKey{state.parent, state.call}); ok {
+			state.ctx = parent
+		}
+		b.sessions[event.SessionId] = state
+		b.sessionStarted(event.SessionId, state)
+		return nil
+	}
+	if ended := event.GetSessionEnded(); ended != nil {
+		b.finishSession(event.SessionId, stamp(event))
+		state := b.sessions[event.SessionId]
+		if state != nil {
+			b.sessionEnded(event.SessionId, state, ended.Reason, stamp(event))
+			delete(b.sessions, event.SessionId)
+		} else {
+			state = &session{ctx: context.Background()}
+		}
+		b.endedSessions.put(event.SessionId, state)
+		return nil
+	}
+	ref := new(operationpb.Ref)
+	if _, err := aop.FindTypedExtension(event, ref); err != nil {
+		return err
+	}
+	if handled, err := b.operation(event, ref); handled || err != nil {
+		return err
+	}
+	if handled, err := b.mechanism(event, ref); handled || err != nil {
+		return err
+	}
+	run := b.ensureTurn(event)
+	if run == nil {
+		if event.GetTurnStarted() == nil && event.GetTurnEnded() == nil {
+			b.fact(event, ref)
+		}
+		return nil
+	}
+	if event.GetTurnStarted() != nil {
+		return nil
+	}
+	if status := event.GetStatus(); status != nil && status.State == "llm_request" {
+		return b.request(event, run)
+	}
+	if usage := event.GetUsage(); usage != nil {
+		if run.llm != nil {
+			b.finishRequests(run, usage, stamp(event))
+		} else {
+			b.fact(event, ref, usageSummary(usage)...)
+		}
+		return nil
+	}
+	if message := event.GetMessage(); message != nil {
+		if message.Role == "assistant" && run.llm != nil {
+			// Empty assistant messages discard a failed streamed attempt.
+			if len(message.Content) > 0 {
+				run.llm.end = stamp(event)
+				for _, content := range message.Content {
+					if call := content.GetToolCall(); call != nil && call.Id != "" {
+						b.callSources.put(turnKey{event.SessionId, call.Id}, trace.ContextWithSpanContext(context.Background(), run.llm.span.SpanContext()))
+					}
+				}
+			} else {
+				run.llm.end = time.Time{}
+			}
+		}
+		if b.capture {
+			encoded, err := protojson.Marshal(message)
+			if err != nil {
+				return err
+			}
+			content := clip(string(encoded))
+			if message.Role == "user" {
+				run.input = content
+				run.span.SetAttributes(attribute.String("input.value", content))
+			}
+			if message.Role == "assistant" {
+				if len(message.Content) == 0 {
+					content = ""
+				}
+				run.span.SetAttributes(attribute.String("output.value", content))
+				if run.llm != nil {
+					run.llm.span.SetAttributes(attribute.String("output.value", content))
+				}
+			}
+		}
+	}
+	if ended := event.GetTurnEnded(); ended != nil {
+		if ended.Error != nil || ended.StopReason == "canceled" {
+			kind, message := "error", "turn canceled"
+			if ended.StopReason == "canceled" {
+				kind = "canceled"
+			}
+			if ended.Error != nil {
+				message = ended.Error.Message
+			}
+			failSpan(run.span, kind, message)
+			// Usage follows tool execution. An already observed model response
+			// must survive a later tool failure or caller cancellation.
+			if run.llm != nil && run.llm.end.IsZero() {
+				failSpan(run.llm.span, kind, message)
+				run.llm.span.SetAttributes(attribute.String("cyber.stop_reason", ended.StopReason), attribute.Bool("cyber.llm.end_estimated", true))
+				run.llm.end = stamp(event)
+			}
+		}
+		b.finishRequests(run, nil, stamp(event))
+		// Turn usage summarizes the Agent; it is never billed a second time.
+		if ended.Usage != nil {
+			run.span.SetAttributes(usageSummary(ended.Usage)...)
+		}
+		run.span.SetAttributes(attribute.String("cyber.stop_reason", ended.StopReason), attribute.Int64("cyber.context.tokens", int64(ended.ContextTokens)))
+		run.span.End(trace.WithTimestamp(stamp(event)))
+		key := turnKey{event.SessionId, event.TurnId}
+		b.endedTurns.put(key, trace.ContextWithSpanContext(context.Background(), run.span.SpanContext()))
+		delete(b.turns, key)
+		return nil
+	}
+	if call := event.GetToolCall(); call != nil {
+		b.fact(event, ref, attribute.String("cyber.call.id", call.Id), attribute.String("tool.name", call.Name))
+		return nil
+	}
+	if result := event.GetToolResult(); result != nil {
+		b.fact(event, ref, attribute.String("cyber.call.id", result.CallId), attribute.String("tool.name", result.Name), attribute.Bool("cyber.tool.is_error", result.IsError), attribute.Int64("cyber.tool.duration_ms", int64(result.DurationMs)))
+		return nil
+	}
+	b.fact(event, ref)
+	return nil
+}
+func (b *aopBridge) operation(event *aop.Event, ref *operationpb.Ref) (bool, error) {
+	payload := event.GetExtension()
+	if payload == nil {
+		return false, nil
+	}
+	var kind, name string
+	at := stamp(event)
+	var completed *operationpb.Completed
+	switch {
+	case payload.MessageIs(new(operationpb.Started)):
+		value := new(operationpb.Started)
+		if err := payload.UnmarshalTo(value); err != nil {
+			return true, err
+		}
+		kind, name = value.Kind, value.Name
+	case payload.MessageIs(new(operationpb.Completed)):
+		completed = new(operationpb.Completed)
+		if err := payload.UnmarshalTo(completed); err != nil {
+			return true, err
+		}
+		kind, name = completed.Kind, completed.Name
+		if completed.StartedAt != nil {
+			at = completed.StartedAt.AsTime()
+		}
+	default:
+		return false, nil
+	}
+	if ref.OperationId == "" {
+		b.fact(event, ref, attribute.Bool("cyber.operation.id_missing", true))
+		return true, nil
+	}
+	key := scopeKey{event.SessionId, "operation", ref.OperationId}
+	attrs := []attribute.KeyValue{attribute.String("cyber.operation.id", ref.OperationId), attribute.String("cyber.operation.parent_id", ref.ParentOperationId), attribute.String("cyber.call.id", ref.CallId), attribute.String("cyber.resource.id", ref.ResourceId), attribute.String("cyber.operation.kind", kind), attribute.String("cyber.operation.correlation", ref.Correlation.String())}
+	if completed != nil && completed.StartedAt == nil && b.scopes[key] == nil {
+		attrs = append(attrs, attribute.Bool("cyber.start_missing", true))
+	}
+	spanKind := "CHAIN"
+	if kind == "tool" {
+		spanKind = "TOOL"
+		attrs = append(attrs, attribute.String("tool.name", name), attribute.String("gen_ai.operation.name", "execute_tool"), attribute.String("gen_ai.tool.name", name), attribute.String("gen_ai.tool.call.id", ref.CallId))
+	}
+	spanName := kind + "." + name
+	if kind == "tool" {
+		spanName = "execute_tool " + name
+	}
+	state := b.startScope(event, key, spanName, spanKind, at, scopeKey{event.SessionId, "operation", ref.ParentOperationId}, false, attrs...)
+	if state == nil {
+		return true, nil
+	}
+	if kind == "tool" && ref.CallId != "" {
+		b.calls.put(turnKey{event.SessionId, ref.CallId}, trace.ContextWithSpanContext(context.Background(), state.span.SpanContext()))
+	}
+	if completed != nil {
+		if completed.Failure != nil {
+			failSpan(state.span, failureType(completed.Failure.Kind), completed.Failure.Message)
+			state.span.SetAttributes(attribute.String("cyber.failure.kind", completed.Failure.Kind.String()))
+			state.span.RecordError(fmt.Errorf("%s", completed.Failure.Message), trace.WithTimestamp(stamp(event)))
+		}
+		b.endScope(key, stamp(event))
+	}
+	return true, nil
+}
+func (b *aopBridge) request(event *aop.Event, run *turn) error {
+	detail := new(types.LLMRequestDetail)
+	if _, err := aop.FindTypedExtension(event, detail); err != nil {
+		return err
+	}
+	run.requests++
+	if run.llm != nil {
+		// AOP reports cumulative usage for a logical call. Record retry evidence
+		// on that call instead of inventing per-attempt duration/token pairs.
+		if !run.llm.end.IsZero() {
+			run.llm.span.SetAttributes(attribute.Bool("cyber.llm.grouping.uncertain", true))
+		}
+		run.llm.attempts++
+		run.llm.end = time.Time{}
+		if b.capture {
+			run.llm.span.SetAttributes(attribute.String("output.value", ""))
+			run.span.SetAttributes(attribute.String("output.value", ""))
+		}
+		b.addFact(run.llm.span, event, []attribute.KeyValue{attribute.Int("cyber.llm.attempt", run.llm.attempts)})
+		return nil
+	}
+	model := detail.Model
+	if model == "" {
+		if state := b.session(event.SessionId); state != nil {
+			model = state.model
+		}
+	}
+	attrs := append(attributes(event), attribute.String("openinference.span.kind", "LLM"), attribute.String("gen_ai.operation.name", "chat"), attribute.String("gen_ai.provider.name", b.provider), attribute.Int("cyber.llm.request", run.requests), attribute.Int("cyber.llm.messages", int(detail.Messages)), attribute.Bool("gen_ai.request.stream", detail.Stream), attribute.String("cyber.usage.scope", "logical_request"))
+	if model != "" {
+		attrs = append(attrs, attribute.String("llm.model_name", model), attribute.String("gen_ai.request.model", model))
+	}
+	if detail.MaxTokens > 0 {
+		attrs = append(attrs, attribute.Int("gen_ai.request.max_tokens", int(detail.MaxTokens)))
+	}
+	if b.capture && run.input != "" {
+		attrs = append(attrs, attribute.String("input.value", run.input), attribute.String("cyber.input.scope", "latest_user_message"))
+	}
+	name := "chat"
+	if model != "" {
+		name += " " + model
+	}
+	ctx, span := b.tracer.Start(run.ctx, name, trace.WithTimestamp(stamp(event)), trace.WithSpanKind(trace.SpanKindClient), trace.WithAttributes(attrs...))
+	run.modelCtx = ctx
+	run.llm = &requestSpan{span: span, start: stamp(event), attempts: 1}
+	b.addFact(span, event, []attribute.KeyValue{attribute.Int("cyber.llm.attempt", 1)})
+	return nil
+}
+func (b *aopBridge) finishRequests(run *turn, usage *aop.TokenUsage, at time.Time) {
+	request := run.llm
+	if request == nil {
+		return
+	}
+	end := request.end
+	if end.IsZero() {
+		end = at
+		request.span.SetAttributes(attribute.Bool("cyber.llm.end_estimated", true))
+	}
+	request.span.SetAttributes(attribute.Int("cyber.llm.observed_attempts", request.attempts))
+	if usage != nil {
+		setUsage(request.span, usage)
+	} else {
+		request.span.SetAttributes(attribute.Bool("cyber.usage.missing", true))
+		if request.end.IsZero() {
+			failSpan(request.span, "incomplete", "request completion was not observed")
+			request.span.SetAttributes(attribute.Bool("cyber.incomplete", true))
+		}
+	}
+	endAt(request.span, request.start, end)
+	run.llm = nil
+}
+func failureType(kind operationpb.FailureKind) string {
+	switch kind {
+	case operationpb.FailureKind_FAILURE_KIND_DENIED:
+		return "denied"
+	case operationpb.FailureKind_FAILURE_KIND_START_FAILED:
+		return "start_failed"
+	case operationpb.FailureKind_FAILURE_KIND_CANCELED:
+		return "canceled"
+	case operationpb.FailureKind_FAILURE_KIND_TIMEOUT:
+		return "timeout"
+	case operationpb.FailureKind_FAILURE_KIND_PANIC:
+		return "panic"
+	default:
+		return "error"
+	}
+}
+func usageSummary(usage *aop.TokenUsage) []attribute.KeyValue {
+	return []attribute.KeyValue{attribute.Int64("cyber.tokens.total", int64(usage.TotalTokens)), attribute.Int64("cyber.tokens.input", int64(usage.InputTokens)), attribute.Int64("cyber.tokens.output", int64(usage.OutputTokens))}
+}
+func setUsage(span trace.Span, usage *aop.TokenUsage) {
+	span.SetAttributes(attribute.Bool("cyber.usage.missing", usage.Detail["usage_missing"] > 0))
+	for key, value := range usage.Detail {
+		span.SetAttributes(attribute.Int64("cyber.usage.detail."+key, int64(value)))
+	}
+	if requests := usage.Detail["requests"]; requests > 0 && usage.Detail["usage_missing"] >= requests {
+		// All attempts lack usage: the accumulator's zero is not reported usage.
+		return
+	}
+	span.SetAttributes(attribute.Int64("llm.token_count.prompt", int64(usage.InputTokens)), attribute.Int64("llm.token_count.completion", int64(usage.OutputTokens)), attribute.Int64("llm.token_count.total", int64(usage.TotalTokens)), attribute.Int64("gen_ai.usage.input_tokens", int64(usage.InputTokens)), attribute.Int64("gen_ai.usage.output_tokens", int64(usage.OutputTokens)))
+	for key, value := range usage.Detail {
+		switch key {
+		case "cache_read":
+			span.SetAttributes(attribute.Int64("gen_ai.usage.cache_read.input_tokens", int64(value)))
+		case "cache_write":
+			span.SetAttributes(attribute.Int64("gen_ai.usage.cache_creation.input_tokens", int64(value)))
+		case "reasoning":
+			span.SetAttributes(attribute.Int64("gen_ai.usage.reasoning.output_tokens", int64(value)))
+		}
+	}
+	// Usage.Model is the configured request alias, not an observed response model.
+}
diff --git a/exts/otel/extension.go b/exts/otel/extension.go
new file mode 100644
index 000000000..24cbae5cc
--- /dev/null
+++ b/exts/otel/extension.go
@@ -0,0 +1,300 @@
+// Package otel exports the existing AOP stream as OTel traces, logs and metrics.
+package otel
+
+import (
+	"context"
+	"errors"
+	"fmt"
+	"strings"
+	"sync"
+	"time"
+
+	aop "github.com/chainreactors/cyber/aop"
+	"github.com/chainreactors/cyber/core/eventbus"
+	"github.com/chainreactors/cyber/core/events"
+	"github.com/chainreactors/cyber/core/extension"
+	"go.opentelemetry.io/otel/attribute"
+	"go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp"
+	sdklog "go.opentelemetry.io/otel/sdk/log"
+	sdkmetric "go.opentelemetry.io/otel/sdk/metric"
+	"go.opentelemetry.io/otel/sdk/resource"
+	sdktrace "go.opentelemetry.io/otel/sdk/trace"
+	"go.opentelemetry.io/otel/trace"
+	"go.opentelemetry.io/otel/trace/noop"
+	"google.golang.org/protobuf/proto"
+)
+
+type Options struct {
+	// Endpoint is the OTLP/HTTP base URL, e.g. http://127.0.0.1:24318.
+	Endpoint string
+	// Signal endpoints are complete URLs; they override Endpoint without path appending.
+	TraceEndpoint, LogEndpoint, MetricEndpoint string
+	// ProviderName identifies the configured client/provider dialect, not the
+	// vendor behind a compatible gateway. Unknown is explicit, never model-derived.
+	ProviderName string
+	ServiceName  string
+	Project      string
+	// CaptureContent includes bounded input/output and event payloads. Off by default.
+	CaptureContent bool
+	Queue          int
+	// Exporter optionally supplies an application-owned destination. The extension
+	// owns its lifecycle once loaded; omit to use the OTLP/HTTP exporter.
+	Exporter sdktrace.SpanExporter
+	// Endpoints or supplied exporters enable their signals independently.
+	// The extension owns every exporter.
+	LogExporter                 sdklog.Exporter
+	MetricExporter              sdkmetric.Exporter
+	DisableLogs, DisableMetrics bool
+	// MetricInterval defaults to 10 seconds; Flush/Close also export metrics.
+	MetricInterval time.Duration
+	// ResourceAttributes apply equally to all signals, e.g. service.instance.id.
+	ResourceAttributes []attribute.KeyValue
+}
+
+type Extension struct {
+	options        Options
+	lifecycle      sync.Mutex
+	sub            *eventbus.Subscription[*aop.Event]
+	provider       *sdktrace.TracerProvider
+	exporter       *checkedExporter
+	logs           *sdklog.LoggerProvider
+	metrics        *sdkmetric.MeterProvider
+	failures       exportErrors
+	signals        *signals
+	reportedDrops  uint64
+	bridge         *aopBridge
+	closeDone      chan struct{}
+	closeErr       error
+	loaded, closed bool
+}
+
+var _ extension.Extension = (*Extension)(nil)
+
+func New(options Options) (*Extension, error) {
+	if err := options.resolveEndpoints(); err != nil {
+		return nil, err
+	}
+	if options.ProviderName == "" {
+		options.ProviderName = "unknown"
+	}
+	if options.ServiceName == "" {
+		options.ServiceName = "cyber"
+	}
+	if options.Project == "" {
+		options.Project = options.ServiceName
+	}
+	if options.Queue <= 0 {
+		options.Queue = 512
+	}
+	if options.MetricInterval <= 0 {
+		options.MetricInterval = 10 * time.Second
+	}
+	options.ResourceAttributes = append([]attribute.KeyValue(nil), options.ResourceAttributes...)
+	return &Extension{options: options}, nil
+}
+
+func (e *Extension) Load(scope *extension.Scope) error {
+	e.lifecycle.Lock()
+	defer e.lifecycle.Unlock()
+	if e.closed || e.closeDone != nil {
+		return fmt.Errorf("OTel extension is closing or closed")
+	}
+	if e.loaded {
+		return nil
+	}
+	stream, err := extension.Use[*events.Stream](scope)
+	if err != nil {
+		return err
+	}
+	exporter := e.options.Exporter
+	if exporter == nil && e.options.TraceEndpoint != "" {
+		exporter, err = otlptracehttp.New(scope.Init(), otlptracehttp.WithEndpointURL(e.options.TraceEndpoint), otlptracehttp.WithTimeout(5*time.Second))
+		if err != nil {
+			return err
+		}
+	}
+	attrs := append([]attribute.KeyValue{
+		attribute.String("service.name", e.options.ServiceName),
+		attribute.String("service.instance.id", aop.EnvelopeID()),
+		attribute.String("openinference.project.name", e.options.Project),
+		attribute.String("cyber.otel.gen_ai.version", genAIVersion),
+	}, e.options.ResourceAttributes...)
+	res := resource.NewSchemaless(attrs...)
+	// Set owns cleanup, including Close after a partially successful Load.
+	if exporter != nil {
+		e.exporter = &checkedExporter{SpanExporter: exporter}
+		e.provider = sdktrace.NewTracerProvider(
+			sdktrace.WithResource(res),
+			sdktrace.WithBatcher(e.exporter, sdktrace.WithMaxQueueSize(2048), sdktrace.WithMaxExportBatchSize(512), sdktrace.WithBatchTimeout(100*time.Millisecond), sdktrace.WithExportTimeout(5*time.Second), sdktrace.WithBlocking()),
+		)
+	}
+	if err := e.loadSignals(scope.Init(), res); err != nil {
+		return err
+	}
+	tracer := noop.NewTracerProvider().Tracer(instrumentationName)
+	if e.provider != nil {
+		tracer = e.provider.Tracer(instrumentationName, trace.WithInstrumentationVersion(instrumentationVersion))
+	}
+	e.bridge = newAOPBridge(signalTracer{Tracer: tracer, signals: e.signals}, e.options.CaptureContent)
+	e.bridge.signals = e.signals
+	e.bridge.provider = e.options.ProviderName
+	e.sub, err = stream.Consume(eventbus.SubscribeOptions[*aop.Event]{
+		Buffer: e.options.Queue, MaxBytes: 16 << 20,
+		Filter: func(event *aop.Event) bool {
+			if event == nil {
+				return false
+			}
+			switch event.Payload.(type) {
+			case *aop.Event_MessageDelta, *aop.Event_ToolCallDelta, *aop.Event_ProviderFrame:
+				return false
+			}
+			return true
+		},
+		Size:  func(event *aop.Event) int64 { return int64(proto.Size(event)) },
+		Clone: func(event *aop.Event) *aop.Event { return proto.CloneOf(event) },
+	}, e.bridge.consume)
+	if err != nil {
+		return err
+	}
+	e.loaded = true
+	return nil
+}
+
+func (e *Extension) Flush(ctx context.Context) error {
+	e.lifecycle.Lock()
+	defer e.lifecycle.Unlock()
+	if e.sub == nil || e.closed {
+		return nil
+	}
+	if e.closeDone != nil {
+		return fmt.Errorf("%w: OTel extension is closing", extension.ErrCloseIncomplete)
+	}
+	if err := e.sub.Flush(ctx); err != nil {
+		return err
+	}
+	e.recordDrops()
+	var traceErr, logErr, metricErr error
+	if e.provider != nil {
+		traceErr = e.provider.ForceFlush(ctx)
+	}
+	if e.exporter != nil {
+		traceErr = errors.Join(traceErr, e.exporter.Err())
+	}
+	if e.logs != nil {
+		logErr = e.logs.ForceFlush(ctx)
+	}
+	if e.metrics != nil {
+		metricErr = e.metrics.ForceFlush(ctx)
+	}
+	return errors.Join(e.subscriptionError(), traceErr, logErr, metricErr, e.failures.Err())
+}
+
+func (e *Extension) Close(ctx context.Context) error {
+	e.lifecycle.Lock()
+	if e.closeDone == nil {
+		if err := ctx.Err(); err != nil {
+			e.lifecycle.Unlock()
+			return errors.Join(extension.ErrCloseIncomplete, err)
+		}
+		e.closeDone = make(chan struct{})
+		// SDK Shutdown is one-shot. Let the extension own its completion instead
+		// of passing a caller deadline that cannot be retried inside the SDK.
+		go e.finishClose(context.WithoutCancel(ctx))
+	}
+	done := e.closeDone
+	e.lifecycle.Unlock()
+	select {
+	case <-done:
+		return e.closeErr
+	default:
+	}
+	select {
+	case <-done:
+		return e.closeErr
+	case <-ctx.Done():
+		return errors.Join(extension.ErrCloseIncomplete, ctx.Err())
+	}
+}
+
+func (e *Extension) finishClose(ctx context.Context) {
+	var errs []error
+	if e.sub != nil {
+		errs = append(errs, e.sub.Close(ctx))
+	}
+	if e.bridge != nil {
+		e.bridge.finishOpen()
+	}
+	e.recordDrops()
+	errs = append(errs, e.shutdown(ctx), e.subscriptionError(), e.failures.Err())
+	if e.exporter != nil {
+		errs = append(errs, e.exporter.Err())
+	}
+	e.lifecycle.Lock()
+	e.closeErr = errors.Join(errs...)
+	if errors.Is(e.closeErr, context.Canceled) || errors.Is(e.closeErr, context.DeadlineExceeded) {
+		// Export timeouts are retained diagnostics after shutdown has completed.
+		// They must not tell Set.Close that this extension still owns live work.
+		e.closeErr = completedCloseError{e.closeErr}
+	}
+	e.closed = true
+	close(e.closeDone)
+	e.lifecycle.Unlock()
+}
+
+// No Unwrap: caller cancellation means incomplete cleanup, while an exporter
+// timeout after completed shutdown does not. Preserve other error identities
+// and types without exposing those two lifecycle cancellation sentinels.
+type completedCloseError struct{ err error }
+
+func (e completedCloseError) Error() string {
+	return "OTel shutdown completed with signal errors: " + e.err.Error()
+}
+func (e completedCloseError) Is(target error) bool {
+	return target != context.Canceled && target != context.DeadlineExceeded && errors.Is(e.err, target)
+}
+func (e completedCloseError) As(target any) bool { return errors.As(e.err, target) }
+
+func (e *Extension) subscriptionError() error {
+	if e.sub == nil {
+		return nil
+	}
+	var overflow error
+	if dropped := e.sub.Dropped(); dropped > 0 {
+		overflow = fmt.Errorf("OTel signals incomplete: %d AOP events dropped", dropped)
+	}
+	return errors.Join(e.sub.Err(), overflow)
+}
+
+// Batch exporters report asynchronous failures through the SDK error handler.
+// Retain them as well so Flush/Close cannot claim a successful export after loss.
+type checkedExporter struct {
+	sdktrace.SpanExporter
+	mu  sync.Mutex
+	err error
+}
+
+func (e *checkedExporter) ExportSpans(ctx context.Context, spans []sdktrace.ReadOnlySpan) error {
+	err := e.SpanExporter.ExportSpans(ctx, spans)
+	if err != nil {
+		e.mu.Lock()
+		if e.err == nil {
+			e.err = fmt.Errorf("export OTel spans: %w", err)
+		}
+		e.mu.Unlock()
+	}
+	return err
+}
+
+func (e *checkedExporter) Err() error {
+	e.mu.Lock()
+	defer e.mu.Unlock()
+	return e.err
+}
+
+func clip(value string) string {
+	const limit = 4096
+	if len(value) <= limit {
+		return value
+	}
+	return strings.ToValidUTF8(value[:limit], "") + "…"
+}
diff --git a/exts/otel/lifecycle.go b/exts/otel/lifecycle.go
new file mode 100644
index 000000000..4037969ac
--- /dev/null
+++ b/exts/otel/lifecycle.go
@@ -0,0 +1,183 @@
+package otel
+
+import (
+	"context"
+	"fmt"
+	"strings"
+	"time"
+
+	"github.com/chainreactors/cyber/aop"
+	operationpb "github.com/chainreactors/cyber/aop/operation"
+	"github.com/chainreactors/cyber/core/types"
+	"go.opentelemetry.io/otel/attribute"
+	otellog "go.opentelemetry.io/otel/log"
+	"go.opentelemetry.io/otel/metric"
+)
+
+func sessionAttributes(id string, state *session) []attribute.KeyValue {
+	attrs := []attribute.KeyValue{attribute.String("cyber.session.id", id), attribute.String("session.id", id), attribute.String("cyber.emitter", state.emitter), attribute.String("gen_ai.request.model", state.model), attribute.String("cyber.parent.session.id", state.parent), attribute.String("cyber.parent.call.id", state.call), attribute.String("cyber.lifecycle.source", "aop_projection")}
+	if d := state.delegation; d != nil {
+		attrs = append(attrs, attribute.String("cyber.agent.id", d.AgentId), attribute.String("cyber.agent.name", d.AgentName), attribute.String("cyber.agent.type", d.AgentType), attribute.String("cyber.agent.run_mode", d.RunMode), attribute.String("cyber.agent.context_mode", d.ContextMode))
+	}
+	return attrs
+}
+func (b *aopBridge) sessionStarted(id string, state *session) {
+	s := b.signals
+	if s == nil {
+		return
+	}
+	if s.sessions != nil {
+		s.sessions.Add(state.ctx, 1, metric.WithAttributes(attribute.String("cyber.lifecycle.state", "started")))
+		s.sessionsActive.Add(state.ctx, 1)
+	}
+	s.emit(state.ctx, "agent.session.started", state.start, otellog.SeverityInfo, sessionAttributes(id, state)...)
+}
+func (b *aopBridge) sessionEnded(id string, state *session, reason string, at time.Time) {
+	s := b.signals
+	if s == nil {
+		return
+	}
+	phase := "completed"
+	severity := otellog.SeverityInfo
+	if reason == "incomplete" {
+		phase = "incomplete"
+		severity = otellog.SeverityError
+	}
+	duration := max(0, at.Sub(state.start).Seconds())
+	if s.sessions != nil {
+		labels := []attribute.KeyValue{attribute.String("cyber.lifecycle.state", phase)}
+		s.sessions.Add(state.ctx, 1, metric.WithAttributes(labels...))
+		s.sessionsActive.Add(state.ctx, -1)
+		s.sessionDuration.Record(state.ctx, duration, metric.WithAttributes(labels...))
+	}
+	s.emit(state.ctx, "agent.session."+phase, at, severity, append(sessionAttributes(id, state), attribute.String("cyber.stop_reason", reason), attribute.Float64("cyber.duration.seconds", duration))...)
+}
+
+// eventLog preserves every accepted non-streaming AOP fact. Projection lifecycle
+// logs distinguish observed scope completions from duplicate input facts.
+func (b *aopBridge) eventLog(event *aop.Event, conversionErr error) {
+	s := b.signals
+	if s == nil {
+		return
+	}
+	kind := aop.Kind(event)
+	if s.events != nil {
+		s.events.Add(context.Background(), 1, metric.WithAttributes(attribute.String("aop.event.kind", kind)))
+	}
+	if s.logger == nil {
+		return
+	}
+	attrs := b.factAttributes(event)
+	ctx := context.Background()
+	if run := b.turns[turnKey{event.SessionId, event.TurnId}]; run != nil {
+		ctx = run.ctx
+		if status := event.GetStatus(); status != nil && status.State == "llm_request" && run.modelCtx != nil {
+			ctx = run.modelCtx
+		}
+		if event.GetUsage() != nil && run.modelCtx != nil {
+			ctx = run.modelCtx
+		}
+		if message := event.GetMessage(); message != nil && message.Role == "assistant" && run.modelCtx != nil {
+			ctx = run.modelCtx
+		}
+	} else if previous, ok := b.endedTurns.get(turnKey{event.SessionId, event.TurnId}); ok {
+		ctx = previous
+	} else if state := b.session(event.SessionId); state != nil && state.ctx != nil {
+		ctx = state.ctx
+	}
+	ref := new(operationpb.Ref)
+	_, _ = aop.FindTypedExtension(event, ref)
+	if ref.OperationId != "" {
+		attrs = append(attrs, attribute.String("cyber.operation.id", ref.OperationId), attribute.String("cyber.operation.parent_id", ref.ParentOperationId), attribute.String("cyber.call.id", ref.CallId), attribute.String("cyber.resource.id", ref.ResourceId))
+		if operation, ok := b.scopeContext(scopeKey{event.SessionId, "operation", ref.OperationId}); ok {
+			ctx = operation
+		}
+	}
+	severity := otellog.SeverityInfo
+	if status := event.GetStatus(); status != nil {
+		attrs = append(attrs, attribute.String("cyber.status.state", status.State))
+		var key scopeKey
+		switch status.State {
+		case types.CompactStateStart, types.CompactStateEnd, types.CompactStateError:
+			key = scopeKey{event.SessionId, "compact", event.TurnId}
+		case types.EvalStateStart, types.EvalStateEnd, types.EvalStateError:
+			detail, _, _ := types.GetEvalDetail(event)
+			key = scopeKey{event.SessionId, "eval", fmt.Sprintf("%s/%d", event.TurnId, detail.Round)}
+		}
+		if key.id != "" {
+			if mechanism, ok := b.scopeContext(key); ok {
+				ctx = mechanism
+			}
+		}
+	}
+	if usage := event.GetUsage(); usage != nil {
+		attrs = append(attrs, usageSummary(usage)...)
+		attrs = append(attrs, attribute.Bool("cyber.usage.missing", usage.Detail["usage_missing"] > 0))
+	}
+	if ended := event.GetTurnEnded(); ended != nil {
+		attrs = append(attrs, attribute.String("cyber.stop_reason", ended.StopReason))
+		if ended.Error != nil {
+			severity = otellog.SeverityError
+		}
+	}
+	if event.GetError() != nil {
+		severity = otellog.SeverityError
+	}
+	if call := event.GetToolCall(); call != nil {
+		attrs = append(attrs, attribute.String("cyber.call.id", call.Id), attribute.String("tool.name", call.Name))
+	}
+	if result := event.GetToolResult(); result != nil {
+		if call, ok := b.calls.get(turnKey{event.SessionId, result.CallId}); ok {
+			ctx = call
+		}
+		attrs = append(attrs, attribute.String("cyber.call.id", result.CallId), attribute.String("tool.name", result.Name), attribute.Bool("cyber.tool.is_error", result.IsError))
+		if result.IsError {
+			severity = otellog.SeverityError
+		}
+	}
+	if payload := event.GetExtension(); payload != nil {
+		if payload.MessageIs(new(operationpb.Completed)) {
+			completed := new(operationpb.Completed)
+			if payload.UnmarshalTo(completed) == nil {
+				attrs = append(attrs, attribute.String("cyber.operation.kind", completed.Kind))
+				if completed.Failure != nil {
+					severity = otellog.SeverityError
+					attrs = append(attrs, attribute.String("cyber.failure.kind", completed.Failure.Kind.String()))
+				}
+			}
+		}
+		if string(payload.MessageName()) == "cyber.jev.RuntimeEvent" {
+			if value, err := payload.UnmarshalNew(); err == nil {
+				runtime := value.ProtoReflect()
+				attrs = append(attrs, attribute.Bool("cyber.background", boolField(runtime, "background")))
+				if oneof := runtime.Descriptor().Oneofs().ByName("payload"); oneof != nil {
+					if selected := runtime.WhichOneof(oneof); selected != nil {
+						detail := runtime.Get(selected).Message()
+						id := textField(detail, "request_id")
+						attrs = append(attrs, attribute.String("cyber.jev.event_kind", string(selected.Name())), attribute.String("cyber.request.id", id))
+						if mechanism, ok := b.scopeContext(scopeKey{event.SessionId, "jev", id}); ok {
+							ctx = mechanism
+						}
+					}
+				}
+			}
+		}
+		if string(payload.MessageName()) == "cyber.guardrail.Review" {
+			if value, err := payload.UnmarshalNew(); err == nil {
+				attrs = append(attrs, attribute.String("cyber.guardrail.state", enumField(value.ProtoReflect(), "state")))
+				if mechanism, ok := b.scopeContext(scopeKey{event.SessionId, "guardrail", ref.OperationId}); ok {
+					ctx = mechanism
+				}
+			}
+		}
+	}
+	if conversionErr != nil {
+		severity = otellog.SeverityError
+		attrs = append(attrs, attribute.String("cyber.conversion.error", clip(conversionErr.Error())))
+	}
+	name := kind
+	if !strings.HasPrefix(name, "aop.") {
+		name = "aop." + kind
+	}
+	s.emit(ctx, name, stamp(event), severity, attrs...)
+}
diff --git a/exts/otel/mechanisms.go b/exts/otel/mechanisms.go
new file mode 100644
index 000000000..4264384f0
--- /dev/null
+++ b/exts/otel/mechanisms.go
@@ -0,0 +1,317 @@
+package otel
+
+import (
+	"errors"
+	"fmt"
+	"strings"
+	"time"
+
+	"github.com/chainreactors/cyber/aop"
+	operationpb "github.com/chainreactors/cyber/aop/operation"
+	"github.com/chainreactors/cyber/core/types"
+	"go.opentelemetry.io/otel/attribute"
+	"google.golang.org/protobuf/proto"
+	"google.golang.org/protobuf/reflect/protoreflect"
+	"google.golang.org/protobuf/reflect/protoregistry"
+)
+
+// These adapters interpret existing Cyber Any payloads. Descriptor lookup keeps
+// OTel independent of optional JEV/guardrail runtimes. Unknown payloads remain
+// AOP facts; a binary that uses those extensions already registers their types.
+func (b *aopBridge) mechanism(event *aop.Event, ref *operationpb.Ref) (bool, error) {
+	if status := event.GetStatus(); status != nil {
+		switch status.State {
+		case types.CompactStateStart, types.CompactStateEnd, types.CompactStateError:
+			detail, _, err := types.GetCompactDetail(event)
+			if err != nil {
+				return true, err
+			}
+			attrs := []attribute.KeyValue{attribute.String("cyber.mechanism.kind", "compact"), attribute.Int64("cyber.compact.tokens_before", int64(detail.TokensBefore)), attribute.Int64("cyber.compact.tokens_after", int64(detail.TokensAfter)), attribute.Int64("cyber.compact.kept_messages", int64(detail.KeptMessages))}
+			return true, b.statusScope(event, "compact", event.TurnId, status.State, detail.Error, attrs)
+		case types.EvalStateStart, types.EvalStateEnd, types.EvalStateError:
+			detail, _, err := types.GetEvalDetail(event)
+			if err != nil {
+				return true, err
+			}
+			attrs := []attribute.KeyValue{attribute.String("cyber.mechanism.kind", "eval"), attribute.Int("cyber.eval.round", int(detail.Round)), attribute.Int("cyber.eval.max_rounds", int(detail.MaxRounds)), attribute.Bool("cyber.eval.pass", detail.Pass)}
+			if b.capture {
+				attrs = append(attrs, attribute.String("cyber.eval.reason", clip(detail.Reason)))
+			}
+			return true, b.statusScope(event, "eval", fmt.Sprintf("%s/%d", event.TurnId, detail.Round), status.State, detail.Error, attrs)
+		}
+		if status.State == "token_budget_warning" {
+			detail := new(types.BudgetWarning)
+			if _, err := aop.FindTypedExtension(event, detail); err != nil {
+				return true, err
+			}
+			b.fact(event, ref, attribute.Int64("cyber.context.tokens", int64(detail.ContextTokens)), attribute.Int64("cyber.token_budget", int64(detail.TokenBudget)))
+			return true, nil
+		}
+	}
+	payload := event.GetExtension()
+	if payload == nil {
+		return false, nil
+	}
+	switch string(payload.MessageName()) {
+	case "cyber.jev.RuntimeEvent", "cyber.guardrail.Review":
+		value, err := payload.UnmarshalNew()
+		if errors.Is(err, protoregistry.NotFound) {
+			return false, nil
+		}
+		if err != nil {
+			return true, err
+		}
+		if string(payload.MessageName()) == "cyber.jev.RuntimeEvent" {
+			return true, b.jev(event, value.ProtoReflect())
+		}
+		return true, b.review(event, ref, value.ProtoReflect())
+	default:
+		return false, nil
+	}
+}
+func (b *aopBridge) statusScope(event *aop.Event, kind, id, state, failure string, attrs []attribute.KeyValue) error {
+	key := scopeKey{event.SessionId, kind, id}
+	// Status lifecycles have no request IDs. Multiple compactions in one Turn
+	// reuse this identity only after the preceding lifecycle has completed.
+	if strings.HasSuffix(state, "_start") {
+		b.endedScopes.forget(key)
+		b.startScope(event, key, "agent."+kind, "CHAIN", stamp(event), scopeKey{}, false, attrs...)
+		return nil
+	}
+	current := b.scopes[key]
+	if current == nil {
+		attrs = append(attrs, attribute.Bool("cyber.start_missing", true))
+		current = b.startScope(event, key, "agent."+kind, "CHAIN", stamp(event), scopeKey{}, false, attrs...)
+	}
+	if current == nil {
+		return nil
+	}
+	current.span.SetAttributes(attrs...)
+	if failure != "" {
+		failSpan(current.span, "error", failure)
+	}
+	b.endScope(key, stamp(event))
+	return nil
+}
+
+func field(message protoreflect.Message, name string) protoreflect.FieldDescriptor {
+	return message.Descriptor().Fields().ByName(protoreflect.Name(name))
+}
+func textField(message protoreflect.Message, name string) string {
+	if f := field(message, name); f != nil {
+		return message.Get(f).String()
+	}
+	return ""
+}
+func messageField(message protoreflect.Message, name string) protoreflect.Message {
+	if f := field(message, name); f != nil && message.Has(f) {
+		return message.Get(f).Message()
+	}
+	return nil
+}
+func intField(message protoreflect.Message, name string) int64 {
+	if f := field(message, name); f != nil {
+		return message.Get(f).Int()
+	}
+	return 0
+}
+func uintField(message protoreflect.Message, name string) uint64 {
+	if f := field(message, name); f != nil {
+		return message.Get(f).Uint()
+	}
+	return 0
+}
+func boolField(message protoreflect.Message, name string) bool {
+	if f := field(message, name); f != nil {
+		return message.Get(f).Bool()
+	}
+	return false
+}
+func enumField(message protoreflect.Message, name string) string {
+	if f := field(message, name); f != nil {
+		if value := f.Enum().Values().ByNumber(message.Get(f).Enum()); value != nil {
+			return string(value.Name())
+		}
+	}
+	return ""
+}
+func copyMessage(message protoreflect.Message, target proto.Message) error {
+	data, err := proto.Marshal(message.Interface())
+	if err != nil {
+		return err
+	}
+	return proto.Unmarshal(data, target)
+}
+func reportedUsage(message protoreflect.Message) (*aop.TokenUsage, error) {
+	value := messageField(message, "usage")
+	if value == nil {
+		return nil, nil
+	}
+	usage := new(aop.TokenUsage)
+	err := copyMessage(value, usage)
+	return usage, err
+}
+func (b *aopBridge) jev(event *aop.Event, runtime protoreflect.Message) error {
+	attrs := []attribute.KeyValue{attribute.Bool("cyber.background", boolField(runtime, "background")), attribute.Int64("cyber.jev.step", int64(uintField(runtime, "step")))}
+	eventKind := "unknown"
+	if oneof := runtime.Descriptor().Oneofs().ByName("payload"); oneof != nil {
+		if selected := runtime.WhichOneof(oneof); selected != nil {
+			eventKind = string(selected.Name())
+		}
+	}
+	attrs = append(attrs, attribute.String("cyber.jev.event_kind", eventKind))
+	for _, name := range []string{"task_id", "segment_id", "previous_segment_id", "reflex_id", "call_id", "boundary_id", "claim_id"} {
+		attrs = append(attrs, attribute.String("cyber.jev."+name, textField(runtime, name)))
+	}
+	background := boolField(runtime, "background")
+	var detail protoreflect.Message
+	var kind string
+	var started, finished bool
+	if detail = messageField(runtime, "decision_request"); detail != nil {
+		kind = "decision"
+		started = true
+	}
+	if result := messageField(runtime, "decision_result"); result != nil {
+		detail = result
+		kind = "decision"
+		finished = true
+	}
+	if generation := messageField(runtime, "generation"); generation != nil {
+		detail = generation
+		kind = textField(detail, "kind")
+		started = textField(detail, "state") == "started"
+		finished = textField(detail, "state") == "finished"
+	}
+	if detail == nil || (!started && !finished) {
+		if fact := messageField(runtime, eventKind); fact != nil {
+			for _, name := range []string{"state", "code", "error_stage", "replaced_reflex_id"} {
+				if field(fact, name) != nil {
+					attrs = append(attrs, attribute.String("cyber.jev."+name, textField(fact, name)))
+				}
+			}
+		}
+		if background {
+			key := scopeKey{event.SessionId, "jev.fact", event.Id}
+			if state := b.startScope(event, key, "jev."+eventKind, "CHAIN", stamp(event), scopeKey{}, true, attrs...); state != nil {
+				// Keep opt-in evidence and extension type on background facts too.
+				b.addFact(state.span, event, attrs)
+				b.endScope(key, stamp(event))
+			}
+		} else {
+			b.fact(event, nil, attrs...)
+		}
+		return nil
+	}
+	id := textField(detail, "request_id")
+	if id == "" {
+		b.fact(event, nil, append(attrs, attribute.Bool("cyber.request.id_missing", true))...)
+		return nil
+	}
+	key := scopeKey{event.SessionId, "jev", id}
+	parent := scopeKey{event.SessionId, "jev", textField(detail, "parent_request_id")}
+	attrs = append(attrs, attribute.String("cyber.mechanism.kind", "jev"), attribute.String("cyber.jev.kind", kind), attribute.String("cyber.request.id", id), attribute.String("cyber.request.parent_id", parent.id), attribute.String("cyber.jev.purpose", textField(detail, "purpose")), attribute.Int64("cyber.jev.attempt", int64(uintField(detail, "attempt"))), attribute.String("cyber.jev.phase", textField(detail, "phase")), attribute.String("cyber.jev.error_stage", textField(detail, "error_stage")), attribute.String("cyber.jev.requested_effort", textField(detail, "requested_effort")))
+	spanKind := "CHAIN"
+	if kind == "decision" || kind == "compiler_round" || strings.HasSuffix(kind, "_llm") {
+		spanKind = "LLM"
+	}
+	// reflex_llm is a compilation summary, including in older records without
+	// atomic rounds. Never bill it as a leaf: rounds can arrive after its End.
+	if kind == "reflex_llm" {
+		spanKind = "CHAIN"
+	}
+	if spanKind == "LLM" {
+		// JEV's evaluator is a separate client dialect. Generation calls expose
+		// no provider/model fact; do not borrow the main Agent's configuration.
+		operation, provider := "chat", "unknown"
+		if kind == "decision" {
+			operation, provider = "evaluate", "jev"
+		}
+		attrs = append(attrs, attribute.String("gen_ai.operation.name", operation), attribute.String("gen_ai.provider.name", provider))
+	}
+	at := stamp(event)
+	if finished && b.scopes[key] == nil {
+		elapsed := intField(detail, "elapsed_ms")
+		if elapsed > 0 {
+			at = at.Add(-time.Duration(elapsed) * time.Millisecond)
+		}
+		attrs = append(attrs, attribute.Bool("cyber.start_missing", true))
+	}
+	state := b.startScope(event, key, "jev."+kind, spanKind, at, parent, background, attrs...)
+	if state == nil {
+		return nil
+	}
+	if kind == "compiler_round" && parent.id != "" {
+		if owner := b.scopes[parent]; owner != nil {
+			owner.children = true
+		}
+	}
+	if !finished {
+		return nil
+	}
+	state.span.SetAttributes(attrs...)
+	if failure := textField(detail, "error"); failure != "" {
+		failSpan(state.span, "error", failure)
+	}
+	usage, err := reportedUsage(detail)
+	if err != nil {
+		return err
+	}
+	if kind == "reflex_llm" {
+		state.span.SetAttributes(attribute.String("openinference.span.kind", "CHAIN"), attribute.String("cyber.usage.scope", "summary"), attribute.Bool("cyber.usage.leaf_observed_at_end", state.children))
+		if usage != nil {
+			state.span.SetAttributes(usageSummary(usage)...)
+		}
+	} else if spanKind == "LLM" {
+		state.span.SetAttributes(attribute.String("openinference.span.kind", "LLM"), attribute.String("cyber.usage.scope", "logical_request"))
+		if usage != nil {
+			setUsage(state.span, usage)
+		} else {
+			state.span.SetAttributes(attribute.Bool("cyber.usage.missing", true))
+		}
+	}
+	if b.capture {
+		state.span.SetAttributes(attribute.String("output.value", clip(textField(detail, "output"))))
+	}
+	b.endScope(key, stamp(event))
+	return nil
+}
+func (b *aopBridge) review(event *aop.Event, ref *operationpb.Ref, detail protoreflect.Message) error {
+	if ref.OperationId == "" {
+		if value := messageField(detail, "operation"); value != nil {
+			if err := copyMessage(value, ref); err != nil {
+				return err
+			}
+		}
+	}
+	stateName := enumField(detail, "state")
+	attrs := []attribute.KeyValue{attribute.String("cyber.mechanism.kind", "guardrail"), attribute.String("cyber.guardrail.state", stateName), attribute.String("cyber.operation.id", ref.OperationId), attribute.String("cyber.guardrail.resolution_source", textField(detail, "resolution_source"))}
+	if decision := messageField(detail, "decision"); decision != nil {
+		attrs = append(attrs, attribute.String("cyber.guardrail.action", enumField(decision, "action")))
+		if b.capture {
+			attrs = append(attrs, attribute.String("cyber.guardrail.reason", clip(textField(decision, "reason"))))
+		}
+	}
+	if ref.OperationId == "" {
+		b.fact(event, ref, attrs...)
+		return nil
+	}
+	key := scopeKey{event.SessionId, "guardrail", ref.OperationId}
+	if _, ended := b.endedScopes.get(key); ended {
+		return nil
+	}
+	if stateName == "REVIEW_STATE_PENDING" {
+		// Review precedes the tool's Started event; parent it to the caller's
+		// scope, rather than fabricating an unstarted tool execution.
+		b.startScope(event, key, "guardrail.review", "CHAIN", stamp(event), scopeKey{event.SessionId, "operation", ref.ParentOperationId}, false, attrs...)
+		return nil
+	}
+	state := b.scopes[key]
+	if state == nil {
+		b.fact(event, ref, attrs...)
+		return nil
+	}
+	state.span.SetAttributes(attrs...)
+	// A policy rejection is an outcome, not an exporter/runtime failure.
+	b.endScope(key, stamp(event))
+	return nil
+}
diff --git a/exts/otel/options.go b/exts/otel/options.go
new file mode 100644
index 000000000..1e75e99e6
--- /dev/null
+++ b/exts/otel/options.go
@@ -0,0 +1,68 @@
+package otel
+
+import (
+	"fmt"
+	"net/url"
+	"strings"
+)
+
+// OptionsFromEnv resolves OTLP/HTTP configuration using the specification's
+// signal-specific precedence. Complete signal URLs retain their exact paths;
+// only a global base URL receives /v1/{signal}. No endpoints means opt-out.
+// Headers, certificates and SDK resource/sampling settings remain SDK-owned.
+func OptionsFromEnv(lookup func(string) (string, bool)) (Options, error) {
+	value := func(key string) string {
+		text, _ := lookup(key)
+		return strings.TrimSpace(text)
+	}
+	o := Options{
+		Endpoint:       value("OTEL_EXPORTER_OTLP_ENDPOINT"),
+		TraceEndpoint:  value("OTEL_EXPORTER_OTLP_TRACES_ENDPOINT"),
+		LogEndpoint:    value("OTEL_EXPORTER_OTLP_LOGS_ENDPOINT"),
+		MetricEndpoint: value("OTEL_EXPORTER_OTLP_METRICS_ENDPOINT"),
+		ServiceName:    value("OTEL_SERVICE_NAME"),
+		Project:        value("CYBER_OTEL_PROJECT"),
+		CaptureContent: value("CYBER_OTEL_CAPTURE_CONTENT") == "true",
+	}
+	if o.Endpoint == "" && o.TraceEndpoint == "" && o.LogEndpoint == "" && o.MetricEndpoint == "" {
+		return o, nil
+	}
+	for _, signal := range []struct{ name, endpoint string }{{"TRACES", o.TraceEndpoint}, {"LOGS", o.LogEndpoint}, {"METRICS", o.MetricEndpoint}} {
+		if signal.endpoint == "" && o.Endpoint == "" {
+			continue
+		}
+		protocol := value("OTEL_EXPORTER_OTLP_" + signal.name + "_PROTOCOL")
+		if protocol == "" {
+			protocol = value("OTEL_EXPORTER_OTLP_PROTOCOL")
+		}
+		if protocol != "" && protocol != "http/protobuf" {
+			return Options{}, fmt.Errorf("OTel %s requires http/protobuf, got %q", strings.ToLower(signal.name), protocol)
+		}
+	}
+	return o, nil
+}
+
+func (o *Options) resolveEndpoints() error {
+	for _, endpoint := range []string{o.Endpoint, o.TraceEndpoint, o.LogEndpoint, o.MetricEndpoint} {
+		if endpoint == "" {
+			continue
+		}
+		u, err := url.Parse(endpoint)
+		if err != nil || u == nil || u.Host == "" || (u.Scheme != "http" && u.Scheme != "https") || u.User != nil || u.RawQuery != "" || u.Fragment != "" {
+			return fmt.Errorf("OTel requires an OTLP/HTTP endpoint URL")
+		}
+	}
+	for _, signal := range []struct {
+		name     string
+		endpoint *string
+	}{{"traces", &o.TraceEndpoint}, {"logs", &o.LogEndpoint}, {"metrics", &o.MetricEndpoint}} {
+		if *signal.endpoint == "" && o.Endpoint != "" {
+			// The base URL is already validated; signal URLs keep their paths.
+			*signal.endpoint, _ = url.JoinPath(o.Endpoint, "v1", signal.name)
+		}
+	}
+	if o.Exporter == nil && o.TraceEndpoint == "" && (o.DisableLogs || (o.LogExporter == nil && o.LogEndpoint == "")) && (o.DisableMetrics || (o.MetricExporter == nil && o.MetricEndpoint == "")) {
+		return fmt.Errorf("OTel requires at least one signal destination")
+	}
+	return nil
+}
diff --git a/exts/otel/providers.go b/exts/otel/providers.go
new file mode 100644
index 000000000..13ca24586
--- /dev/null
+++ b/exts/otel/providers.go
@@ -0,0 +1,114 @@
+package otel
+
+import (
+	"context"
+	"errors"
+	"fmt"
+	"sync"
+	"time"
+
+	"go.opentelemetry.io/otel/exporters/otlp/otlplog/otlploghttp"
+	"go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttp"
+	sdklog "go.opentelemetry.io/otel/sdk/log"
+	sdkmetric "go.opentelemetry.io/otel/sdk/metric"
+	"go.opentelemetry.io/otel/sdk/metric/metricdata"
+	"go.opentelemetry.io/otel/sdk/resource"
+)
+
+const (
+	instrumentationName    = "github.com/chainreactors/cyber/exts/otel"
+	instrumentationVersion = "0.2.0"
+	// Pin one complete GenAI dialect; SDK versions evolve independently.
+	genAIVersion = "1.41.0"
+)
+
+func (e *Extension) loadSignals(ctx context.Context, res *resource.Resource) error {
+	if !e.options.DisableLogs && (e.options.LogEndpoint != "" || e.options.LogExporter != nil) {
+		exporter := e.options.LogExporter
+		if exporter == nil {
+			var err error
+			exporter, err = otlploghttp.New(ctx, otlploghttp.WithEndpointURL(e.options.LogEndpoint), otlploghttp.WithTimeout(5*time.Second))
+			if err != nil {
+				return err
+			}
+		}
+		e.logs = sdklog.NewLoggerProvider(sdklog.WithResource(res), sdklog.WithProcessor(sdklog.NewBatchProcessor(&checkedLogExporter{Exporter: exporter, failures: &e.failures}, sdklog.WithMaxQueueSize(2048), sdklog.WithExportMaxBatchSize(512), sdklog.WithExportInterval(100*time.Millisecond), sdklog.WithExportTimeout(5*time.Second))))
+	}
+	if !e.options.DisableMetrics && (e.options.MetricEndpoint != "" || e.options.MetricExporter != nil) {
+		exporter := e.options.MetricExporter
+		if exporter == nil {
+			var err error
+			exporter, err = otlpmetrichttp.New(ctx, otlpmetrichttp.WithEndpointURL(e.options.MetricEndpoint), otlpmetrichttp.WithTimeout(5*time.Second))
+			if err != nil {
+				return err
+			}
+		}
+		e.metrics = sdkmetric.NewMeterProvider(sdkmetric.WithResource(res), sdkmetric.WithReader(sdkmetric.NewPeriodicReader(&checkedMetricExporter{Exporter: exporter, failures: &e.failures}, sdkmetric.WithInterval(e.options.MetricInterval), sdkmetric.WithTimeout(5*time.Second))))
+	}
+	var err error
+	e.signals, err = newSignals(e.logs, e.metrics)
+	return err
+}
+
+func (e *Extension) shutdown(ctx context.Context) error {
+	var errs []error
+	if e.provider != nil {
+		errs = append(errs, e.provider.Shutdown(ctx))
+	}
+	if e.logs != nil {
+		errs = append(errs, e.logs.Shutdown(ctx))
+	}
+	if e.metrics != nil {
+		errs = append(errs, e.metrics.Shutdown(ctx))
+	}
+	return errors.Join(errs...)
+}
+func (e *Extension) recordDrops() {
+	if e.sub == nil || e.signals == nil {
+		return
+	}
+	dropped := uint64(e.sub.Dropped())
+	if dropped > e.reportedDrops {
+		e.signals.dropped(context.Background(), dropped-e.reportedDrops)
+		e.reportedDrops = dropped
+	}
+}
+
+type exportErrors struct {
+	mu  sync.Mutex
+	err error
+}
+
+func (e *exportErrors) record(signal string, err error) {
+	if err == nil {
+		return
+	}
+	e.mu.Lock()
+	defer e.mu.Unlock()
+	if e.err == nil {
+		e.err = fmt.Errorf("export OTel %s: %w", signal, err)
+	}
+}
+func (e *exportErrors) Err() error { e.mu.Lock(); defer e.mu.Unlock(); return e.err }
+
+type checkedLogExporter struct {
+	sdklog.Exporter
+	failures *exportErrors
+}
+
+func (e *checkedLogExporter) Export(ctx context.Context, records []sdklog.Record) error {
+	err := e.Exporter.Export(ctx, records)
+	e.failures.record("logs", err)
+	return err
+}
+
+type checkedMetricExporter struct {
+	sdkmetric.Exporter
+	failures *exportErrors
+}
+
+func (e *checkedMetricExporter) Export(ctx context.Context, data *metricdata.ResourceMetrics) error {
+	err := e.Exporter.Export(ctx, data)
+	e.failures.record("metrics", err)
+	return err
+}
diff --git a/exts/otel/signals.go b/exts/otel/signals.go
new file mode 100644
index 000000000..e75fd127f
--- /dev/null
+++ b/exts/otel/signals.go
@@ -0,0 +1,332 @@
+package otel
+
+import (
+	"context"
+	"errors"
+	"sync"
+	"time"
+
+	"github.com/chainreactors/cyber/aop"
+	operationpb "github.com/chainreactors/cyber/aop/operation"
+	"go.opentelemetry.io/otel/attribute"
+	"go.opentelemetry.io/otel/codes"
+	otellog "go.opentelemetry.io/otel/log"
+	"go.opentelemetry.io/otel/metric"
+	sdklog "go.opentelemetry.io/otel/sdk/log"
+	sdkmetric "go.opentelemetry.io/otel/sdk/metric"
+	"go.opentelemetry.io/otel/trace"
+)
+
+type signals struct {
+	logger                                                            otellog.Logger
+	events, drops, sessions, turns, scopes, requests, tokens, missing metric.Int64Counter
+	sessionsActive, turnsActive, scopesActive                         metric.Int64UpDownCounter
+	sessionDuration, turnDuration, scopeDuration, modelDuration       metric.Float64Histogram
+	tokenUsage                                                        metric.Int64Histogram
+}
+
+func newSignals(logs *sdklog.LoggerProvider, metrics *sdkmetric.MeterProvider) (*signals, error) {
+	s := new(signals)
+	if logs != nil {
+		s.logger = logs.Logger(instrumentationName, otellog.WithInstrumentationVersion(instrumentationVersion))
+	}
+	if metrics == nil {
+		return s, nil
+	}
+	meter := metrics.Meter(instrumentationName, metric.WithInstrumentationVersion(instrumentationVersion))
+	var errs []error
+	counter := func(name, unit, description string) metric.Int64Counter {
+		value, err := meter.Int64Counter(name, metric.WithUnit(unit), metric.WithDescription(description))
+		errs = append(errs, err)
+		return value
+	}
+	active := func(name, description string) metric.Int64UpDownCounter {
+		value, err := meter.Int64UpDownCounter(name, metric.WithUnit("{scope}"), metric.WithDescription(description))
+		errs = append(errs, err)
+		return value
+	}
+	duration := func(name, description string) metric.Float64Histogram {
+		value, err := meter.Float64Histogram(name, metric.WithUnit("s"), metric.WithDescription(description), metric.WithExplicitBucketBoundaries(.001, .005, .01, .05, .1, .5, 1, 5, 10, 30, 60, 300))
+		errs = append(errs, err)
+		return value
+	}
+	s.events = counter("cyber.aop.events", "{event}", "Accepted AOP events, deduplicated within the correlation window")
+	s.drops = counter("cyber.otel.events.dropped", "{event}", "AOP subscription drops observed at Flush or Close")
+	s.sessions = counter("cyber.agent.sessions", "{session}", "Observed Agent session lifecycle transitions")
+	s.turns = counter("cyber.agent.turns", "{turn}", "Completed Agent turns, including incomplete turns")
+	s.scopes = counter("cyber.scope.completed", "{scope}", "Completed execution scopes by kind and outcome")
+	s.requests = counter("cyber.model.requests", "{request}", "Logical model calls, including retries; compiler summaries excluded")
+	s.tokens = counter("cyber.model.tokens", "{token}", "Reported input/output tokens, counted once per available accounting fact")
+	s.missing = counter("cyber.model.usage.missing", "{request}", "Model requests without complete reported usage")
+	s.sessionsActive = active("cyber.agent.sessions.active", "Sessions with observed start and no observed end")
+	s.turnsActive = active("cyber.agent.turns.active", "Agent turns currently observed as active")
+	s.scopesActive = active("cyber.scope.active", "Execution scopes currently observed as active")
+	s.sessionDuration = duration("cyber.agent.session.duration", "Observed Agent session lifetime")
+	s.turnDuration = duration("cyber.agent.turn.duration", "Observed Agent turn duration")
+	s.scopeDuration = duration("cyber.scope.duration", "Observed execution scope duration, including mechanisms")
+	var err error
+	s.modelDuration, err = meter.Float64Histogram("gen_ai.client.operation.duration", metric.WithUnit("s"), metric.WithDescription("Logical model call duration, including automatic retries"), metric.WithExplicitBucketBoundaries(.01, .02, .04, .08, .16, .32, .64, 1.28, 2.56, 5.12, 10.24, 20.48, 40.96, 81.92))
+	errs = append(errs, err)
+	s.tokenUsage, err = meter.Int64Histogram("gen_ai.client.token.usage", metric.WithUnit("{token}"), metric.WithDescription("Reported input/output token usage; summaries excluded"), metric.WithExplicitBucketBoundaries(1, 4, 16, 64, 256, 1024, 4096, 16384, 65536, 262144, 1048576, 4194304, 16777216, 67108864))
+	errs = append(errs, err)
+	return s, errors.Join(errs...)
+}
+
+func logAttribute(attr attribute.KeyValue) otellog.KeyValue {
+	key := string(attr.Key)
+	switch attr.Value.Type() {
+	case attribute.BOOL:
+		return otellog.Bool(key, attr.Value.AsBool())
+	case attribute.INT64:
+		return otellog.Int64(key, attr.Value.AsInt64())
+	case attribute.FLOAT64:
+		return otellog.Float64(key, attr.Value.AsFloat64())
+	case attribute.STRINGSLICE:
+		var values []otellog.Value
+		for _, value := range attr.Value.AsStringSlice() {
+			values = append(values, otellog.StringValue(value))
+		}
+		return otellog.Slice(key, values...)
+	default:
+		return otellog.String(key, attr.Value.AsString())
+	}
+}
+func (s *signals) emit(ctx context.Context, name string, at time.Time, severity otellog.Severity, attrs ...attribute.KeyValue) {
+	if s == nil || s.logger == nil {
+		return
+	}
+	var record otellog.Record
+	record.SetTimestamp(at)
+	record.SetObservedTimestamp(time.Now())
+	record.SetEventName(name)
+	record.SetBody(otellog.StringValue(name))
+	record.SetSeverity(severity)
+	switch severity {
+	case otellog.SeverityError:
+		record.SetSeverityText("ERROR")
+	case otellog.SeverityWarn:
+		record.SetSeverityText("WARN")
+	default:
+		record.SetSeverityText("INFO")
+	}
+	record.AddAttributes(otellog.String("cyber.event.name", name), otellog.String("cyber.log.id", aop.EnvelopeID()))
+	for _, attr := range attrs {
+		record.AddAttributes(logAttribute(attr))
+	}
+	s.logger.Emit(ctx, record)
+}
+func (s *signals) dropped(ctx context.Context, count uint64) {
+	if s == nil {
+		return
+	}
+	if s.drops != nil {
+		s.drops.Add(ctx, int64(count))
+	}
+	s.emit(ctx, "otel.events.dropped", time.Now(), otellog.SeverityWarn, attribute.Int64("cyber.otel.events.dropped", int64(count)))
+}
+
+// This decorator runs at the AOP projection boundary, before trace sampling or
+// export. Its local attributes make metrics/logs independent of IsRecording;
+// no Agent hooks, globals or exported-span reprocessing are involved.
+type signalTracer struct {
+	trace.Tracer
+	signals *signals
+}
+
+func (t signalTracer) Start(ctx context.Context, name string, opts ...trace.SpanStartOption) (context.Context, trace.Span) {
+	ctx, inner := t.Tracer.Start(ctx, name, opts...)
+	s := t.signals
+	if s == nil || (s.logger == nil && s.scopes == nil) {
+		return ctx, inner
+	}
+	config := trace.NewSpanStartConfig(opts...)
+	at := config.Timestamp()
+	if at.IsZero() {
+		at = time.Now()
+	}
+	span := &signalSpan{Span: inner, signals: s, ctx: ctx, name: name, start: at, attrs: make(map[attribute.Key]attribute.Value)}
+	for _, attr := range config.Attributes() {
+		span.attrs[attr.Key] = attr.Value
+	}
+	span.kind = scopeKind(span.attrs)
+	labels := []attribute.KeyValue{attribute.String("cyber.scope.kind", span.kind)}
+	if s.scopesActive != nil {
+		s.scopesActive.Add(ctx, 1, metric.WithAttributes(labels...))
+	}
+	if span.kind == "turn" && s.turnsActive != nil {
+		s.turnsActive.Add(ctx, 1)
+	}
+	s.emit(ctx, span.lifecycleName("started"), at, otellog.SeverityInfo, span.logAttributes()...)
+	return trace.ContextWithSpan(ctx, span), span
+}
+
+type signalSpan struct {
+	trace.Span
+	signals    *signals
+	mu         sync.Mutex
+	ctx        context.Context
+	name, kind string
+	start      time.Time
+	attrs      map[attribute.Key]attribute.Value
+	status     codes.Code
+	ended      bool
+}
+
+func (s *signalSpan) SetAttributes(attrs ...attribute.KeyValue) {
+	s.mu.Lock()
+	defer s.mu.Unlock()
+	if s.ended {
+		return
+	}
+	for _, attr := range attrs {
+		s.attrs[attr.Key] = attr.Value
+	}
+	s.Span.SetAttributes(attrs...)
+}
+func (s *signalSpan) SetStatus(code codes.Code, description string) {
+	s.mu.Lock()
+	defer s.mu.Unlock()
+	if s.ended {
+		return
+	}
+	s.status = code
+	s.Span.SetStatus(code, description)
+}
+func (s *signalSpan) SetName(name string) {
+	s.mu.Lock()
+	defer s.mu.Unlock()
+	if !s.ended {
+		s.name = name
+		s.Span.SetName(name)
+	}
+}
+func scopeKind(attrs map[attribute.Key]attribute.Value) string {
+	if attrs["gen_ai.operation.name"].AsString() == "invoke_agent" {
+		return "turn"
+	}
+	if attrs["openinference.span.kind"].AsString() == "LLM" {
+		return "llm"
+	}
+	if kind := attrs["cyber.operation.kind"].AsString(); kind != "" {
+		switch kind {
+		case "tool", "command", "process":
+			return kind
+		default:
+			return "operation"
+		}
+	}
+	if kind := attrs["cyber.mechanism.kind"].AsString(); kind != "" {
+		switch kind {
+		case "compact", "eval", "guardrail", "jev":
+			return kind
+		}
+	}
+	return "fact"
+}
+func (s *signalSpan) lifecycleName(phase string) string {
+	if s.kind == "turn" {
+		return "agent.turn." + phase
+	}
+	if s.kind == "llm" {
+		return "model.request." + phase
+	}
+	if s.kind == "tool" || s.kind == "command" || s.kind == "process" || s.kind == "operation" {
+		return "operation." + phase
+	}
+	return "scope." + phase
+}
+func (s *signalSpan) logAttributes() []attribute.KeyValue {
+	attrs := []attribute.KeyValue{attribute.String("cyber.scope.name", s.name), attribute.String("cyber.scope.kind", s.kind), attribute.String("cyber.lifecycle.source", "aop_projection")}
+	for key, value := range s.attrs {
+		attrs = append(attrs, attribute.KeyValue{Key: key, Value: value})
+	}
+	return attrs
+}
+func (s *signalSpan) End(opts ...trace.SpanEndOption) {
+	s.mu.Lock()
+	defer s.mu.Unlock()
+	if s.ended {
+		return
+	}
+	s.ended = true
+	config := trace.NewSpanEndConfig(opts...)
+	at := config.Timestamp()
+	if at.IsZero() {
+		at = time.Now()
+	}
+	duration := max(0, at.Sub(s.start).Seconds())
+	outcome := "success"
+	if s.attrs["cyber.incomplete"].AsBool() {
+		outcome = "incomplete"
+	} else if s.attrs["cyber.stop_reason"].AsString() == "canceled" || s.attrs["cyber.failure.kind"].AsString() == operationpb.FailureKind_FAILURE_KIND_CANCELED.String() {
+		outcome = "canceled"
+	} else if s.status == codes.Error {
+		outcome = "error"
+	} else if state := s.attrs["cyber.guardrail.state"].AsString(); state != "" {
+		switch state {
+		case "REVIEW_STATE_REJECTED":
+			outcome = "rejected"
+		case "REVIEW_STATE_EXPIRED":
+			outcome = "expired"
+		case "REVIEW_STATE_CANCELED":
+			outcome = "canceled"
+		}
+	}
+	labels := []attribute.KeyValue{attribute.String("cyber.scope.kind", s.kind), attribute.String("cyber.outcome", outcome)}
+	metrics := s.signals
+	if metrics.scopes != nil {
+		metrics.scopes.Add(s.ctx, 1, metric.WithAttributes(labels...))
+		metrics.scopeDuration.Record(s.ctx, duration, metric.WithAttributes(labels...))
+		metrics.scopesActive.Add(s.ctx, -1, metric.WithAttributes(attribute.String("cyber.scope.kind", s.kind)))
+		if s.kind == "turn" {
+			metrics.turns.Add(s.ctx, 1, metric.WithAttributes(attribute.String("cyber.outcome", outcome)))
+			metrics.turnDuration.Record(s.ctx, duration, metric.WithAttributes(attribute.String("cyber.outcome", outcome)))
+			metrics.turnsActive.Add(s.ctx, -1)
+		}
+		model := s.attrs["gen_ai.request.model"].AsString()
+		if model == "" {
+			model = s.attrs["llm.model_name"].AsString()
+		}
+		modelLabels := []attribute.KeyValue{attribute.String("gen_ai.operation.name", s.attrs["gen_ai.operation.name"].AsString()), attribute.String("gen_ai.provider.name", s.attrs["gen_ai.provider.name"].AsString())}
+		if model != "" {
+			modelLabels = append(modelLabels, attribute.String("gen_ai.request.model", model))
+		}
+		if s.attrs["openinference.span.kind"].AsString() == "LLM" {
+			metrics.requests.Add(s.ctx, 1, metric.WithAttributes(append(modelLabels, attribute.String("cyber.outcome", outcome))...))
+			durationLabels := append([]attribute.KeyValue(nil), modelLabels...)
+			if value := s.attrs["error.type"].AsString(); value != "" {
+				durationLabels = append(durationLabels, attribute.String("error.type", value))
+			}
+			metrics.modelDuration.Record(s.ctx, duration, metric.WithAttributes(durationLabels...))
+			if s.attrs["cyber.usage.missing"].AsBool() {
+				metrics.missing.Add(s.ctx, 1, metric.WithAttributes(modelLabels...))
+			}
+		}
+		if _, known := s.attrs["llm.token_count.total"]; known {
+			accounting := s.attrs["cyber.usage.scope"].AsString()
+			if accounting == "" {
+				accounting = "request"
+			}
+			for _, token := range []struct{ kind, key string }{{"input", "llm.token_count.prompt"}, {"output", "llm.token_count.completion"}} {
+				attrs := append(append([]attribute.KeyValue(nil), modelLabels...), attribute.String("gen_ai.token.type", token.kind), attribute.String("cyber.usage.scope", accounting))
+				count := s.attrs[attribute.Key(token.key)].AsInt64()
+				metrics.tokens.Add(s.ctx, count, metric.WithAttributes(attrs...))
+				if s.kind == "llm" {
+					metrics.tokenUsage.Record(s.ctx, count, metric.WithAttributes(append(append([]attribute.KeyValue(nil), modelLabels...), attribute.String("gen_ai.token.type", token.kind))...))
+				}
+			}
+			metrics.tokens.Add(s.ctx, s.attrs["llm.token_count.total"].AsInt64(), metric.WithAttributes(append(append([]attribute.KeyValue(nil), modelLabels...), attribute.String("gen_ai.token.type", "total"), attribute.String("cyber.usage.scope", accounting))...))
+		}
+	}
+	attrs := append(s.logAttributes(), attribute.String("cyber.outcome", outcome), attribute.Float64("cyber.duration.seconds", duration))
+	severity := otellog.SeverityInfo
+	if outcome == "error" || outcome == "incomplete" {
+		severity = otellog.SeverityError
+	}
+	phase := "completed"
+	if outcome == "incomplete" {
+		phase = "incomplete"
+	}
+	metrics.emit(s.ctx, s.lifecycleName(phase), at, severity, attrs...)
+	s.Span.End(opts...)
+}
diff --git a/go.mod b/go.mod
index 58ad60656..6bf1fe9a7 100644
--- a/go.mod
+++ b/go.mod
@@ -53,6 +53,16 @@ require (
 	github.com/uptrace/bun v1.2.18
 	github.com/uptrace/bun/dialect/sqlitedialect v1.2.18
 	github.com/ysmood/gson v0.7.3
+	go.opentelemetry.io/otel v1.44.0
+	go.opentelemetry.io/otel/exporters/otlp/otlplog/otlploghttp v0.20.0
+	go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttp v1.44.0
+	go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp v1.44.0
+	go.opentelemetry.io/otel/log v0.20.0
+	go.opentelemetry.io/otel/metric v1.44.0
+	go.opentelemetry.io/otel/sdk v1.44.0
+	go.opentelemetry.io/otel/sdk/log v0.20.0
+	go.opentelemetry.io/otel/sdk/metric v1.44.0
+	go.opentelemetry.io/otel/trace v1.44.0
 	golang.org/x/image v0.46.0
 	golang.org/x/sys v0.48.0
 	golang.org/x/term v0.45.0
@@ -81,15 +91,20 @@ require (
 	github.com/aws/aws-sdk-go-v2/service/ssooidc v1.35.13 // indirect
 	github.com/aws/aws-sdk-go-v2/service/sts v1.41.6 // indirect
 	github.com/aws/smithy-go v1.25.1 // indirect
+	github.com/cenkalti/backoff/v5 v5.0.3 // indirect
+	github.com/cespare/xxhash/v2 v2.3.0 // indirect
 	github.com/charmbracelet/x/exp/slice v0.0.0-20250327172914-2fdc97757edf // indirect
 	github.com/cloudflare/ahocorasick v0.0.0-20240916140611-054963ec9396 // indirect
 	github.com/dlclark/regexp2/v2 v2.5.2 // indirect
 	github.com/ebitengine/purego v0.10.0 // indirect
 	github.com/flier/gohs v1.2.2 // indirect
+	github.com/go-logr/logr v1.4.3 // indirect
+	github.com/go-logr/stdr v1.2.2 // indirect
 	github.com/go-ole/go-ole v1.2.6 // indirect
 	github.com/go-sourcemap/sourcemap v2.1.3+incompatible // indirect
 	github.com/google/go-github/v57 v57.0.0 // indirect
 	github.com/google/pprof v0.0.0-20260802141513-ef3492d7dac3 // indirect
+	github.com/grpc-ecosystem/grpc-gateway/v2 v2.29.0 // indirect
 	github.com/jackc/pgpassfile v1.0.0 // indirect
 	github.com/jackc/pgservicefile v0.0.0-20240606120523-5a60cdf6a761 // indirect
 	github.com/jackc/pgx/v5 v5.7.2 // indirect
@@ -105,6 +120,12 @@ require (
 	github.com/vmihailenco/msgpack/v5 v5.4.1 // indirect
 	github.com/vmihailenco/tagparser/v2 v2.0.0 // indirect
 	github.com/yusufpapurcu/wmi v1.2.4 // indirect
+	go.opentelemetry.io/auto/sdk v1.2.1 // indirect
+	go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.44.0 // indirect
+	go.opentelemetry.io/proto/otlp v1.10.0 // indirect
+	google.golang.org/genproto/googleapis/api v0.0.0-20261005182115-fad411399dd8 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20261005182115-fad411399dd8 // indirect
+	google.golang.org/grpc v1.83.1 // indirect
 )
 
 require (
diff --git a/go.sum b/go.sum
index 35051eed3..628451e33 100644
--- a/go.sum
+++ b/go.sum
@@ -196,6 +196,8 @@ github.com/carapace-sh/carapace v1.16.2 h1:e6ZZFEn9pnP2STHfEmBqhLTXcNpNX2aoBD9S9
 github.com/carapace-sh/carapace v1.16.2/go.mod h1:5MUSHyLN9GGb5/NY/j9VI68/TcZV4ApRCAHGg4WeU0s=
 github.com/carapace-sh/carapace-shlex v1.1.1 h1:ccmNeetAYZOk4IcV36youFDsXusT9uCNW2Njkw+QS+Q=
 github.com/carapace-sh/carapace-shlex v1.1.1/go.mod h1:lJ4ZsdxytE0wHJ8Ta9S7Qq0XpjgjU0mdfCqiI2FHx7M=
+github.com/cenkalti/backoff/v5 v5.0.3 h1:ZN+IMa753KfX5hd8vVaMixjnqRZ3y8CuJKRKj1xcsSM=
+github.com/cenkalti/backoff/v5 v5.0.3/go.mod h1:rkhZdG3JZukswDf7f0cwqPNk4K0sa+F97BxZthm/crw=
 github.com/census-instrumentation/opencensus-proto v0.2.1/go.mod h1:f6KPmirojxKA12rnyqOA5BBL4O983OfeGPqjHWSTneU=
 github.com/census-instrumentation/opencensus-proto v0.3.0/go.mod h1:f6KPmirojxKA12rnyqOA5BBL4O983OfeGPqjHWSTneU=
 github.com/censys/censys-sdk-go v0.19.1 h1:CG8rQKgwrKuoICd3oU0uddALMfJnboeMkDg/e74HYyc=
@@ -203,6 +205,8 @@ github.com/censys/censys-sdk-go v0.19.1/go.mod h1:DgPz5NgL+EfoueXLPG9UG1e7hS0Oht
 github.com/cespare/xxhash v1.1.0/go.mod h1:XrSqR1VqqWfGrhpAt58auRo0WTKS1nRRg3ghfAqPWnc=
 github.com/cespare/xxhash/v2 v2.1.1/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
 github.com/cespare/xxhash/v2 v2.1.2/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
+github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs=
+github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
 github.com/chainreactors/crtm v0.0.3-0.20260924103954-9432523918ae h1:TvuorWYxwrQxpCrO3BGycurUCok/AD7VqWGL/j0lEGo=
 github.com/chainreactors/crtm v0.0.3-0.20260924103954-9432523918ae/go.mod h1:+T3JvsT0teBxi4+ValZTYWCDIwM8inbx57+nQfMFkbA=
 github.com/chainreactors/files v0.0.0-20240716182835-7884ee1e77f0 h1:cU3sGEODXZsUZGBXfnz0nyxF6+37vA+ZGDx6L/FKN4o=
@@ -416,6 +420,11 @@ github.com/go-ldap/ldap/v3 v3.4.13 h1:+x1nG9h+MZN7h/lUi5Q3UZ0fJ1GyDQYbPvbuH38baD
 github.com/go-ldap/ldap/v3 v3.4.13/go.mod h1:LxsGZV6vbaK0sIvYfsv47rfh4ca0JXokCoKjZxsszv0=
 github.com/go-logfmt/logfmt v0.3.0/go.mod h1:Qt1PoO58o5twSAckw1HlFXLmHsOX5/0LbT9GBnD5lWE=
 github.com/go-logfmt/logfmt v0.4.0/go.mod h1:3RMwSq7FuexP4Kalkev3ejPJsZTpXXBr9+V4qmtdjCk=
+github.com/go-logr/logr v1.2.2/go.mod h1:jdQByPbusPIv2/zmleS9BjJVeZ6kBagPoEUsqbVz/1A=
+github.com/go-logr/logr v1.4.3 h1:CjnDlHq8ikf6E492q6eKboGOC0T8CDaOvkHCIg8idEI=
+github.com/go-logr/logr v1.4.3/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY=
+github.com/go-logr/stdr v1.2.2 h1:hSWxHoqTgW2S2qGc0LTAI563KZ5YKYRhT3MFKZMbjag=
+github.com/go-logr/stdr v1.2.2/go.mod h1:mMo/vtBO5dYbehREoey6XUKy/eSumjCCveDpRre4VKE=
 github.com/go-ole/go-ole v1.2.6 h1:/Fpf6oFPoeFik9ty7siob0G6Ke8QvQEuVcuChpwXzpY=
 github.com/go-ole/go-ole v1.2.6/go.mod h1:pprOEPIfldk/42T2oK7lQ4v4JSDwmV0As9GaiUsvbm0=
 github.com/go-quicktest/qt v1.102.0 h1:HSQxCeh5YZH3EL3W39ixjtyaEhcWSXQHtHnMBzSs474=
@@ -484,6 +493,8 @@ github.com/golang/protobuf v1.4.3/go.mod h1:oDoupMAO8OvCJWAcko0GGGIgR6R6ocIYbsSw
 github.com/golang/protobuf v1.5.0/go.mod h1:FsONVRAS9T7sI+LIUmWTfcYkHO4aIWwzhcaSAoJOfIk=
 github.com/golang/protobuf v1.5.1/go.mod h1:DopwsBzvsk0Fs44TXzsVbJyPhcCPeIwnvohx4u74HPM=
 github.com/golang/protobuf v1.5.2/go.mod h1:XVQd3VNwM+JqD3oG2Ue2ip4fOMUkwXdXDdiuN0vRsmY=
+github.com/golang/protobuf v1.5.4 h1:i7eJL8qZTpSEXOPTxNKhASYpMn+8e5Q6AdndVa1dWek=
+github.com/golang/protobuf v1.5.4/go.mod h1:lnTiLA8Wa4RWRcIUkrtSVa5nRhsEGBg48fD6rSs7xps=
 github.com/golang/snappy v0.0.0-20180518054509-2e65f85255db/go.mod h1:/XxbfmMg8lxefKM7IXC3fBNl/7bRcc72aCRzEWrmP2Q=
 github.com/golang/snappy v0.0.3/go.mod h1:/XxbfmMg8lxefKM7IXC3fBNl/7bRcc72aCRzEWrmP2Q=
 github.com/golang/snappy v1.0.0 h1:Oy607GVXHs7RtbggtPBnr2RmDArIsAefDwvrdWvRhGs=
@@ -564,6 +575,8 @@ github.com/gorilla/websocket v1.5.3/go.mod h1:YR8l580nyteQvAITg2hZ9XVh4b55+EU/ad
 github.com/gosnmp/gosnmp v1.43.2 h1:F9loz6uMCNtIQj0RNO5wz/mZ+FZt2WyNKJYOvw+Zosw=
 github.com/gosnmp/gosnmp v1.43.2/go.mod h1:smHIwoaqr1M+HTAEd7+mKkPs8lp3Lf/U+htPUql1Q3c=
 github.com/grpc-ecosystem/grpc-gateway v1.16.0/go.mod h1:BDjrQk3hbvj6Nolgz8mAMFbcEtjT1g+wF4CSlocrBnw=
+github.com/grpc-ecosystem/grpc-gateway/v2 v2.29.0 h1:5VipnvEpbqr2gA2VbM+nYVbkIF28c5ZQfqCBQ5g2xfk=
+github.com/grpc-ecosystem/grpc-gateway/v2 v2.29.0/go.mod h1:Hyl3n6Twe1hvtd9XUXDec4pTvgMSEixRuQKPTMH2bNs=
 github.com/h2non/filetype v1.1.3 h1:FKkx9QbD7HR/zjK1Ia5XiBsq9zdLi5Kf3zGyFTAFkGg=
 github.com/h2non/filetype v1.1.3/go.mod h1:319b3zT68BvV+WRj7cwy856M2ehB3HqNOt6sy1HndBY=
 github.com/happyhackingspace/dit v0.0.25 h1:NZ0fEHcVXNZv+aHwbHs+ENxyv100vMH9c+DQVl8+azw=
@@ -1100,12 +1113,42 @@ go.opencensus.io v0.22.3/go.mod h1:yxeiOL68Rb0Xd1ddK5vPZ/oVn4vY4Ynel7k9FzqtOIw=
 go.opencensus.io v0.22.4/go.mod h1:yxeiOL68Rb0Xd1ddK5vPZ/oVn4vY4Ynel7k9FzqtOIw=
 go.opencensus.io v0.22.5/go.mod h1:5pWMHQbX5EPX2/62yrJeAkowc+lfs/XD7Uxpq3pI6kk=
 go.opencensus.io v0.23.0/go.mod h1:XItmlyltB5F7CS4xOC1DcqMoFqwtC6OG2xF7mCv7P7E=
+go.opentelemetry.io/auto/sdk v1.2.1 h1:jXsnJ4Lmnqd11kwkBV2LgLoFMZKizbCi5fNZ/ipaZ64=
+go.opentelemetry.io/auto/sdk v1.2.1/go.mod h1:KRTj+aOaElaLi+wW1kO/DZRXwkF4C5xPbEe3ZiIhN7Y=
+go.opentelemetry.io/otel v1.44.0 h1:JjwHmHpA4iZ3wBxluu2fbbE7j4kqlE8jXyAyPXH7HqU=
+go.opentelemetry.io/otel v1.44.0/go.mod h1:BMgjTHL9WPRlRjL2oZCBTL4whCGtXch2H4BhOPIAyYc=
+go.opentelemetry.io/otel/exporters/otlp/otlplog/otlploghttp v0.20.0 h1:owlhcJ3QO3X0YTDTCcDZ4V+6aVDkWbNmBoQ5NUp7Oww=
+go.opentelemetry.io/otel/exporters/otlp/otlplog/otlploghttp v0.20.0/go.mod h1:MP4eemTiI9zC8fgg+DYynhYDYf3ba72S376TvP+Ye0Q=
+go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttp v1.44.0 h1:RuynHbfU8JUEw7DyONgkVYg2SVtsoF28y0LGIr69jgA=
+go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttp v1.44.0/go.mod h1:qZF+/lBs71APw8mlnEZcqZHMzqrYrsFiJOv83lX1OGo=
+go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.44.0 h1:4YsVu3B8+3qtWYYrsUYgn0OG78pN0rnNPRGX4SbokQI=
+go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.44.0/go.mod h1:+wnlSn0mD1ADVMe3v9Z/WIaiz6q6gL2J/ejaAmdmv80=
+go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp v1.44.0 h1:lgh3PiVrRUWMLOVSkQicxzZll5NjF1r+AtsX1XRIHw0=
+go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp v1.44.0/go.mod h1:5Cnhth3m/AgOeTgE3ex12pPmiu/gGtZit03kSzx9X7s=
+go.opentelemetry.io/otel/log v0.20.0 h1:/5i0vuHxCLWUfChWG41K9wkM0jafruPw9NU1/RCJirs=
+go.opentelemetry.io/otel/log v0.20.0/go.mod h1:wOcMcjsZpG8x7Bak7IhSi/lg8wscV2C1VdrKCLPlt0E=
+go.opentelemetry.io/otel/metric v1.44.0 h1:1w0gILTcHdr3YI+ixLyjemwrVnsMURbTZFrSYCdDdmc=
+go.opentelemetry.io/otel/metric v1.44.0/go.mod h1:8O7hanEPBNgEMmybD3s2VBKcgWOCsA6tzHBPODAiquo=
+go.opentelemetry.io/otel/metric/x v0.66.0 h1:YkCrx1zLOChi9ZcZ6euupOcsgzbVlec7D/xoEU1+cTA=
+go.opentelemetry.io/otel/metric/x v0.66.0/go.mod h1:d1+BDj9t96do0/1LoU1ayfCv79ZgNE41qbhBvnMOBZk=
+go.opentelemetry.io/otel/sdk v1.44.0 h1:nHYwb9lK+fJPU/dnT6s7W7Z8itMWyqrnVfbheVYrZ58=
+go.opentelemetry.io/otel/sdk v1.44.0/go.mod h1:Osuydd3Se74nqjAKxid74N5eC+jfEqfTegHRnq58oK0=
+go.opentelemetry.io/otel/sdk/log v0.20.0 h1:vM3xI7TQgKPiSghe6urZtAkyFY7SodrSpC83CffDFuY=
+go.opentelemetry.io/otel/sdk/log v0.20.0/go.mod h1:Knej2nmsTUzN79T2eeXdRsjjPcoxoq2pUyUHz9TFyyU=
+go.opentelemetry.io/otel/sdk/log/logtest v0.20.0 h1:OqdRZ1guyzamK3M6LlRsmGqRrjkHWw6WZOKKli5ELpg=
+go.opentelemetry.io/otel/sdk/log/logtest v0.20.0/go.mod h1:PuMIlm7zAt7c3z8zfOI5ox4iT1Z87We+PF6YoINux/M=
+go.opentelemetry.io/otel/sdk/metric v1.44.0 h1:3LlKgI+VjbVsjNRFZJZAJ30WjXC5VkNRks6si09iEfI=
+go.opentelemetry.io/otel/sdk/metric v1.44.0/go.mod h1:5B5pMARnXxKhltooO4xUuCBorl65a4EpnTalObqOigA=
+go.opentelemetry.io/otel/trace v1.44.0 h1:jxF5CsGYCe74MCRx2X4g7WsY/VBKRqqpNvXlX/6gtIk=
+go.opentelemetry.io/otel/trace v1.44.0/go.mod h1:oLl1jrMQAVo6v3GAggN+1VH9VIz9iUSvW53sW1Q8PIE=
 go.opentelemetry.io/proto/otlp v0.7.0/go.mod h1:PqfVotwruBrMGOCsRd/89rSnXhoiJIqeYNgFYFoEGnI=
+go.opentelemetry.io/proto/otlp v1.10.0 h1:IQRWgT5srOCYfiWnpqUYz9CVmbO8bFmKcwYxpuCSL2g=
+go.opentelemetry.io/proto/otlp v1.10.0/go.mod h1:/CV4QoCR/S9yaPj8utp3lvQPoqMtxXdzn7ozvvozVqk=
 go.uber.org/atomic v1.7.0/go.mod h1:fEN4uk6kAWBTFdckzkM89CLk9XfWZrxpCo0nPH17wJc=
 go.uber.org/atomic v1.11.0 h1:ZvwS0R+56ePWxUNi+Atn9dWONBPp/AUETXlHW0DxSjE=
 go.uber.org/atomic v1.11.0/go.mod h1:LUxbIzbOniOlMKjJjyPfpl4v+PKK2cNJn91OQbhoJI0=
-go.uber.org/goleak v1.2.1 h1:NBol2c7O1ZokfZ0LEU9K6Whx/KnwvepVetCUhtKja4A=
-go.uber.org/goleak v1.2.1/go.mod h1:qlT2yGI9QafXHhZZLxlSuNsMw3FFLxBr+tBRlmO1xH4=
+go.uber.org/goleak v1.3.0 h1:2K3zAYmnTNqV73imy9J1T3WC+gmCePx2hEGkimedGto=
+go.uber.org/goleak v1.3.0/go.mod h1:CoHD4mav9JJNrW/WLlf7HGZPjdw8EucARQHekz1X6bE=
 go.uber.org/mock v0.6.0 h1:hyF9dfmbgIX5EfOdasqLsWD6xqpNZlXblLB/Dbnwv3Y=
 go.uber.org/mock v0.6.0/go.mod h1:KiVJ4BqZJaMj4svdfmHM0AUx4NJYO8ZNpPnZn1Z+BBU=
 go.uber.org/multierr v1.6.0/go.mod h1:cdWPpRnG4AhwMwsgIHip0KRBQjJy5kYEpYjJxpXp9iU=
@@ -1475,6 +1518,8 @@ golang.org/x/xerrors v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8T
 golang.org/x/xerrors v0.0.0-20191011141410-1b5146add898/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 golang.org/x/xerrors v0.0.0-20191204190536-9bdfabe68543/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 golang.org/x/xerrors v0.0.0-20200804184101-5ec99f83aff1/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
+gonum.org/v1/gonum v0.17.0 h1:VbpOemQlsSMrYmn7T2OUvQ4dqxQXU+ouZFQsZOx50z4=
+gonum.org/v1/gonum v0.17.0/go.mod h1:El3tOrEuMpv2UdMrbNlKEh9vd86bmQ6vqIcDwxEOc1E=
 google.golang.org/api v0.4.0/go.mod h1:8k5glujaEP+g9n7WNsDg8QP6cUVNI86fCNMcbazEtwE=
 google.golang.org/api v0.7.0/go.mod h1:WtwebWUNSVBH/HAw79HIFXZNqEvBhG+Ra+ax0hx3E3M=
 google.golang.org/api v0.8.0/go.mod h1:o4eAsZoiT+ibD93RtjEohWalFOjRDx6CVaqeizhEnKg=
@@ -1577,6 +1622,10 @@ google.golang.org/genproto v0.0.0-20211129164237-f09f9a12af12/go.mod h1:5CzLGKJ6
 google.golang.org/genproto v0.0.0-20211203200212-54befc351ae9/go.mod h1:5CzLGKJ67TSI2B9POpiiyGha0AjJvZIUgRMt1dSmuhc=
 google.golang.org/genproto v0.0.0-20211206160659-862468c7d6e0/go.mod h1:5CzLGKJ67TSI2B9POpiiyGha0AjJvZIUgRMt1dSmuhc=
 google.golang.org/genproto v0.0.0-20211208223120-3a66f561d7aa/go.mod h1:5CzLGKJ67TSI2B9POpiiyGha0AjJvZIUgRMt1dSmuhc=
+google.golang.org/genproto/googleapis/api v0.0.0-20261005182115-fad411399dd8 h1:cFbkNigDInw+wVTXc+CyhUsoHGJCw0BR6mlNoRVfre0=
+google.golang.org/genproto/googleapis/api v0.0.0-20261005182115-fad411399dd8/go.mod h1:QK6p7IgD7IZEZJBhhSUCib5X2vMOzlrGCGUw2XyVDh0=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20261005182115-fad411399dd8 h1:0SXBqli5dnuCKMjI/X3FM226zEaEa0GUcSCJtN1vL2o=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20261005182115-fad411399dd8/go.mod h1:OaIUM3+LpYcK2GXM4FTmhWoIq371Owdr+Cc7/BsYHHc=
 google.golang.org/grpc v1.19.0/go.mod h1:mqu4LbDTu4XGKhr4mRzUsmM4RtVoemTSY81AxZiDr8c=
 google.golang.org/grpc v1.20.1/go.mod h1:10oTOabMzJvdu6/UiuZezV6QK5dSlG84ov/aaiqXj38=
 google.golang.org/grpc v1.21.1/go.mod h1:oYelfM1adQP15Ek0mdvEgi9Df8B9CZIaU1084ijfRaM=
@@ -1604,6 +1653,8 @@ google.golang.org/grpc v1.39.1/go.mod h1:PImNr+rS9TWYb2O4/emRugxiyHZ5JyHW5F+RPnD
 google.golang.org/grpc v1.40.0/go.mod h1:ogyxbiOoUXAkP+4+xa6PZSE9DZgIHtSpzjDTB9KAK34=
 google.golang.org/grpc v1.40.1/go.mod h1:ogyxbiOoUXAkP+4+xa6PZSE9DZgIHtSpzjDTB9KAK34=
 google.golang.org/grpc v1.42.0/go.mod h1:k+4IHHFw41K8+bbowsex27ge2rCb65oeWqe4jJ590SU=
+google.golang.org/grpc v1.83.1 h1:HIO0+BEtBP6soyqvqC8sNUjZ7bTs+0hFQuFF+RAy++Y=
+google.golang.org/grpc v1.83.1/go.mod h1:kDyl6SKsiHKt0uylY5gtn5cEjkrIOhQOGDgIc4JGwzQ=
 google.golang.org/grpc/cmd/protoc-gen-go-grpc v1.1.0/go.mod h1:6Kw0yEErY5E/yWrBtf03jp27GLLJujG4z/JK95pnjjw=
 google.golang.org/protobuf v0.0.0-20200109180630-ec00e32a8dfd/go.mod h1:DFci5gLYBciE7Vtevhsrf46CRTquxDuWsQurQQe4oz8=
 google.golang.org/protobuf v0.0.0-20200221191635-4d8936d0db64/go.mod h1:kwYJMbMJ01Woi6D6+Kah6886xMZcty6N08ah7+eCXa0=
diff --git a/pkg/rpc/agent.connect.go b/pkg/rpc/agent.connect.go
index 9fb86d6dd..b312b9681 100644
--- a/pkg/rpc/agent.connect.go
+++ b/pkg/rpc/agent.connect.go
@@ -48,7 +48,7 @@ type AgentServiceClient interface {
 // connect.WithGRPC() or connect.WithGRPCWeb() options.
 //
 // The URL supplied here should be the base URL for the Connect or gRPC server (for example,
-// http://api.acme.example or https://acme.example/grpc).
+// http://api.acme.com or https://acme.com/grpc).
 func NewAgentServiceClient(httpClient connect.HTTPClient, baseURL string, opts ...connect.ClientOption) AgentServiceClient {
 	baseURL = strings.TrimRight(baseURL, "/")
 	agentServiceMethods := File_rpc_agent_proto.Services().ByName("AgentService").Methods()
diff --git a/pkg/rpc/aop.connect.go b/pkg/rpc/aop.connect.go
index 8319b4efe..1ab8aa056 100644
--- a/pkg/rpc/aop.connect.go
+++ b/pkg/rpc/aop.connect.go
@@ -48,7 +48,7 @@ type AOPServiceClient interface {
 // connect.WithGRPCWeb() options.
 //
 // The URL supplied here should be the base URL for the Connect or gRPC server (for example,
-// http://api.acme.example or https://acme.example/grpc).
+// http://api.acme.com or https://acme.com/grpc).
 func NewAOPServiceClient(httpClient connect.HTTPClient, baseURL string, opts ...connect.ClientOption) AOPServiceClient {
 	baseURL = strings.TrimRight(baseURL, "/")
 	aOPServiceMethods := File_rpc_aop_proto.Services().ByName("AOPService").Methods()
diff --git a/pkg/rpc/artifact.connect.go b/pkg/rpc/artifact.connect.go
index 39a166323..de5e10ec5 100644
--- a/pkg/rpc/artifact.connect.go
+++ b/pkg/rpc/artifact.connect.go
@@ -49,7 +49,7 @@ type ArtifactServiceClient interface {
 // connect.WithGRPC() or connect.WithGRPCWeb() options.
 //
 // The URL supplied here should be the base URL for the Connect or gRPC server (for example,
-// http://api.acme.example or https://acme.example/grpc).
+// http://api.acme.com or https://acme.com/grpc).
 func NewArtifactServiceClient(httpClient connect.HTTPClient, baseURL string, opts ...connect.ClientOption) ArtifactServiceClient {
 	baseURL = strings.TrimRight(baseURL, "/")
 	artifactServiceMethods := File_rpc_artifact_proto.Services().ByName("ArtifactService").Methods()
diff --git a/pkg/rpc/chat.connect.go b/pkg/rpc/chat.connect.go
index 5753d881e..ed8221be0 100644
--- a/pkg/rpc/chat.connect.go
+++ b/pkg/rpc/chat.connect.go
@@ -74,7 +74,7 @@ type SessionServiceClient interface {
 // connect.WithGRPC() or connect.WithGRPCWeb() options.
 //
 // The URL supplied here should be the base URL for the Connect or gRPC server (for example,
-// http://api.acme.example or https://acme.example/grpc).
+// http://api.acme.com or https://acme.com/grpc).
 func NewSessionServiceClient(httpClient connect.HTTPClient, baseURL string, opts ...connect.ClientOption) SessionServiceClient {
 	baseURL = strings.TrimRight(baseURL, "/")
 	sessionServiceMethods := File_rpc_chat_proto.Services().ByName("SessionService").Methods()
diff --git a/pkg/rpc/config.connect.go b/pkg/rpc/config.connect.go
index b01338d22..d0fdddecd 100644
--- a/pkg/rpc/config.connect.go
+++ b/pkg/rpc/config.connect.go
@@ -67,7 +67,7 @@ type ConfigServiceClient interface {
 // connect.WithGRPC() or connect.WithGRPCWeb() options.
 //
 // The URL supplied here should be the base URL for the Connect or gRPC server (for example,
-// http://api.acme.example or https://acme.example/grpc).
+// http://api.acme.com or https://acme.com/grpc).
 func NewConfigServiceClient(httpClient connect.HTTPClient, baseURL string, opts ...connect.ClientOption) ConfigServiceClient {
 	baseURL = strings.TrimRight(baseURL, "/")
 	configServiceMethods := File_rpc_config_proto.Services().ByName("ConfigService").Methods()
diff --git a/pkg/rpc/scan.connect.go b/pkg/rpc/scan.connect.go
index efeb280a7..db9827e30 100644
--- a/pkg/rpc/scan.connect.go
+++ b/pkg/rpc/scan.connect.go
@@ -57,7 +57,7 @@ type ScanServiceClient interface {
 // or connect.WithGRPCWeb() options.
 //
 // The URL supplied here should be the base URL for the Connect or gRPC server (for example,
-// http://api.acme.example or https://acme.example/grpc).
+// http://api.acme.com or https://acme.com/grpc).
 func NewScanServiceClient(httpClient connect.HTTPClient, baseURL string, opts ...connect.ClientOption) ScanServiceClient {
 	baseURL = strings.TrimRight(baseURL, "/")
 	scanServiceMethods := File_rpc_scan_proto.Services().ByName("ScanService").Methods()
diff --git a/pkg/rpc/system.connect.go b/pkg/rpc/system.connect.go
index 14057fe0b..29e628afa 100644
--- a/pkg/rpc/system.connect.go
+++ b/pkg/rpc/system.connect.go
@@ -48,7 +48,7 @@ type SystemServiceClient interface {
 // connect.WithGRPC() or connect.WithGRPCWeb() options.
 //
 // The URL supplied here should be the base URL for the Connect or gRPC server (for example,
-// http://api.acme.example or https://acme.example/grpc).
+// http://api.acme.com or https://acme.com/grpc).
 func NewSystemServiceClient(httpClient connect.HTTPClient, baseURL string, opts ...connect.ClientOption) SystemServiceClient {
 	baseURL = strings.TrimRight(baseURL, "/")
 	systemServiceMethods := File_rpc_system_proto.Services().ByName("SystemService").Methods()
diff --git a/tools/terminal/bash.go b/tools/terminal/bash.go
index 7db4bee03..8fc111c39 100644
--- a/tools/terminal/bash.go
+++ b/tools/terminal/bash.go
@@ -472,6 +472,12 @@ func (t *BashTool) background(execution *coretool.Execution, targetInbox inbox.I
 }
 
 func (t *BashTool) collectResult(execution *coretool.Execution) *coretool.Result {
+	// A completed native session still has completion hooks and process control
+	// to drain. Returning earlier cancels the tool's scope while observers are
+	// recording the successful process, spuriously turning it into cancellation.
+	if info, ok := t.tasks.Get(execution.ID); ok && info.State != proc.StateRunning {
+		_ = execution.WaitProcessCompletion(context.Background())
+	}
 	fullCapture := execution != nil && execution.Command == "tmux" && len(execution.Args) >= 2 &&
 		(execution.Args[0] == "capture-pane" || execution.Args[0] == "peek") && contains(execution.Args[1:], "--full")
 	data, total, _ := t.tasks.SnapshotBytes(execution.ID, 0)
diff --git a/tools/terminal/process.go b/tools/terminal/process.go
index 8fa0e30b8..28a6916df 100644
--- a/tools/terminal/process.go
+++ b/tools/terminal/process.go
@@ -3,6 +3,7 @@ package terminal
 import (
 	"context"
 	"errors"
+	"fmt"
 	"strings"
 	"time"
 
@@ -142,6 +143,13 @@ func (t *BashTool) observeProcessCompletion(ctx context.Context, execution *core
 		completionErr = errors.Join(completionErr, cause)
 	}
 	session := executionSession(execution)
+	if completionErr == nil && session != nil {
+		if session.Reason != "" {
+			completionErr = errors.New(session.Reason)
+		} else if code := session.ExitStatus(); code != 0 {
+			completionErr = fmt.Errorf("process exited with code %d", code)
+		}
+	}
 	if toolhooks.ProcessCompleted.Has(t.hooks) {
 		corehooks.Notify(context.WithoutCancel(ctx), t.hooks, toolhooks.ProcessCompleted, toolhooks.ProcessCompletion{
 			Lifecycle: toolhooks.Lifecycle{Operation: event.Operation, StartedAt: startedAt, EndedAt: time.Now(), Err: completionErr},
diff --git a/web/frontend/e2e/fixtures/jev-history/live-events.json b/web/frontend/e2e/fixtures/jev-history/live-events.json
index 5d5731f30..63dcb900a 100644
--- a/web/frontend/e2e/fixtures/jev-history/live-events.json
+++ b/web/frontend/e2e/fixtures/jev-history/live-events.json
@@ -34,11 +34,17 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0441",
           "purpose": "jev_claim",
-          "questions": {
+          "claims": {
             "claim0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 1\",\"e41e913501b8667ec\":\"Synthetic fixture value 2\",\"0894c800598969656\":\"Synthetic fixture value 3\",\"defer\":\"Synthetic fixture value 4\",\"new\":\"Synthetic fixture value 5\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 1\",\"e41e913501b8667ec\":\"Synthetic fixture value 2\",\"0894c800598969656\":\"Synthetic fixture value 3\",\"defer\":\"Synthetic fixture value 4\",\"new\":\"Synthetic fixture value 5\"}}",
+              "options": [
+                "60ef6ba0a24d6d54a",
+                "e41e913501b8667ec",
+                "0894c800598969656",
+                "defer",
+                "new"
+              ]
             }
           }
         }
@@ -61,9 +67,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0441",
           "purpose": "jev_claim",
-          "answers": {
+          "evaluations": {
             "claim0": {
-              "type": "choice",
               "choice": "0894c800598969656",
               "probabilities": {
                 "60ef6ba0a24d6d54a": 0.5,
@@ -126,26 +131,38 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0445",
           "purpose": "jev_reflex",
-          "questions": {
+          "claims": {
             "60ef6ba0a24d6d54a": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 6\",\"include\":\"Synthetic fixture value 7\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 6\",\"include\":\"Synthetic fixture value 7\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "e41e913501b8667ec": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 8\",\"include\":\"Synthetic fixture value 9\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 8\",\"include\":\"Synthetic fixture value 9\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "0894c800598969656": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 10\",\"include\":\"Synthetic fixture value 11\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 10\",\"include\":\"Synthetic fixture value 11\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "synthetic-identity-0177": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"synthetic-identity-0177\":\"Synthetic fixture value 12\",\"defer\":\"Synthetic fixture value 13\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 12\",\"defer\":\"Synthetic fixture value 13\"}}",
+              "options": [
+                "synthetic-identity-0177",
+                "defer"
+              ]
             }
           }
         }
@@ -169,9 +186,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0445",
           "purpose": "jev_reflex",
-          "answers": {
+          "evaluations": {
             "60ef6ba0a24d6d54a": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -180,7 +196,6 @@
               "confidence": 1
             },
             "e41e913501b8667ec": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -189,7 +204,6 @@
               "confidence": 1
             },
             "0894c800598969656": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -198,7 +212,6 @@
               "confidence": 0.99
             },
             "synthetic-identity-0177": {
-              "type": "choice",
               "choice": "defer",
               "probabilities": {
                 "synthetic-identity-0177": 0.5,
@@ -276,16 +289,28 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0451",
           "purpose": "jev_claim",
-          "questions": {
+          "claims": {
             "claim0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 14\",\"e41e913501b8667ec\":\"Synthetic fixture value 15\",\"0894c800598969656\":\"Synthetic fixture value 16\",\"defer\":\"Synthetic fixture value 17\",\"new\":\"Synthetic fixture value 18\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 14\",\"e41e913501b8667ec\":\"Synthetic fixture value 15\",\"0894c800598969656\":\"Synthetic fixture value 16\",\"defer\":\"Synthetic fixture value 17\",\"new\":\"Synthetic fixture value 18\"}}",
+              "options": [
+                "60ef6ba0a24d6d54a",
+                "e41e913501b8667ec",
+                "0894c800598969656",
+                "defer",
+                "new"
+              ]
             },
             "claim1": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 19\",\"e41e913501b8667ec\":\"Synthetic fixture value 20\",\"0894c800598969656\":\"Synthetic fixture value 21\",\"defer\":\"Synthetic fixture value 22\",\"new\":\"Synthetic fixture value 23\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 19\",\"e41e913501b8667ec\":\"Synthetic fixture value 20\",\"0894c800598969656\":\"Synthetic fixture value 21\",\"defer\":\"Synthetic fixture value 22\",\"new\":\"Synthetic fixture value 23\"}}",
+              "options": [
+                "60ef6ba0a24d6d54a",
+                "e41e913501b8667ec",
+                "0894c800598969656",
+                "defer",
+                "new"
+              ]
             }
           }
         }
@@ -327,9 +352,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0451",
           "purpose": "jev_claim",
-          "answers": {
+          "evaluations": {
             "claim0": {
-              "type": "choice",
               "choice": "0894c800598969656",
               "probabilities": {
                 "60ef6ba0a24d6d54a": 0.5,
@@ -341,7 +365,6 @@
               "confidence": 0.2
             },
             "claim1": {
-              "type": "choice",
               "choice": "0894c800598969656",
               "probabilities": {
                 "60ef6ba0a24d6d54a": 0.5,
@@ -404,26 +427,38 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0456",
           "purpose": "jev_reflex",
-          "questions": {
+          "claims": {
             "60ef6ba0a24d6d54a": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 24\",\"include\":\"Synthetic fixture value 25\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 24\",\"include\":\"Synthetic fixture value 25\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "e41e913501b8667ec": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 26\",\"include\":\"Synthetic fixture value 27\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 26\",\"include\":\"Synthetic fixture value 27\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "0894c800598969656": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 28\",\"include\":\"Synthetic fixture value 29\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 28\",\"include\":\"Synthetic fixture value 29\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "synthetic-identity-0177": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"synthetic-identity-0177\":\"Synthetic fixture value 30\",\"defer\":\"Synthetic fixture value 31\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 30\",\"defer\":\"Synthetic fixture value 31\"}}",
+              "options": [
+                "synthetic-identity-0177",
+                "defer"
+              ]
             }
           }
         }
@@ -466,9 +501,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0456",
           "purpose": "jev_reflex",
-          "answers": {
+          "evaluations": {
             "60ef6ba0a24d6d54a": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -477,7 +511,6 @@
               "confidence": 1
             },
             "e41e913501b8667ec": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -486,7 +519,6 @@
               "confidence": 1
             },
             "0894c800598969656": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -495,7 +527,6 @@
               "confidence": 0.98
             },
             "synthetic-identity-0177": {
-              "type": "choice",
               "choice": "defer",
               "probabilities": {
                 "synthetic-identity-0177": 0.5,
@@ -573,16 +604,28 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0463",
           "purpose": "jev_claim",
-          "questions": {
+          "claims": {
             "claim0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 32\",\"e41e913501b8667ec\":\"Synthetic fixture value 33\",\"0894c800598969656\":\"Synthetic fixture value 34\",\"defer\":\"Synthetic fixture value 35\",\"new\":\"Synthetic fixture value 36\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 32\",\"e41e913501b8667ec\":\"Synthetic fixture value 33\",\"0894c800598969656\":\"Synthetic fixture value 34\",\"defer\":\"Synthetic fixture value 35\",\"new\":\"Synthetic fixture value 36\"}}",
+              "options": [
+                "60ef6ba0a24d6d54a",
+                "e41e913501b8667ec",
+                "0894c800598969656",
+                "defer",
+                "new"
+              ]
             },
             "claim1": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 37\",\"e41e913501b8667ec\":\"Synthetic fixture value 38\",\"0894c800598969656\":\"Synthetic fixture value 39\",\"defer\":\"Synthetic fixture value 40\",\"new\":\"Synthetic fixture value 41\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 37\",\"e41e913501b8667ec\":\"Synthetic fixture value 38\",\"0894c800598969656\":\"Synthetic fixture value 39\",\"defer\":\"Synthetic fixture value 40\",\"new\":\"Synthetic fixture value 41\"}}",
+              "options": [
+                "60ef6ba0a24d6d54a",
+                "e41e913501b8667ec",
+                "0894c800598969656",
+                "defer",
+                "new"
+              ]
             }
           }
         }
@@ -605,9 +648,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0463",
           "purpose": "jev_claim",
-          "answers": {
+          "evaluations": {
             "claim0": {
-              "type": "choice",
               "choice": "60ef6ba0a24d6d54a",
               "probabilities": {
                 "60ef6ba0a24d6d54a": 0.5,
@@ -619,7 +661,6 @@
               "confidence": 0.54
             },
             "claim1": {
-              "type": "choice",
               "choice": "60ef6ba0a24d6d54a",
               "probabilities": {
                 "60ef6ba0a24d6d54a": 0.5,
@@ -682,26 +723,38 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0467",
           "purpose": "jev_reflex",
-          "questions": {
+          "claims": {
             "60ef6ba0a24d6d54a": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 42\",\"include\":\"Synthetic fixture value 43\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 42\",\"include\":\"Synthetic fixture value 43\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "e41e913501b8667ec": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 44\",\"include\":\"Synthetic fixture value 45\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 44\",\"include\":\"Synthetic fixture value 45\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "0894c800598969656": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 46\",\"include\":\"Synthetic fixture value 47\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 46\",\"include\":\"Synthetic fixture value 47\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "synthetic-identity-0177": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"synthetic-identity-0177\":\"Synthetic fixture value 48\",\"defer\":\"Synthetic fixture value 49\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 48\",\"defer\":\"Synthetic fixture value 49\"}}",
+              "options": [
+                "synthetic-identity-0177",
+                "defer"
+              ]
             }
           }
         }
@@ -725,9 +778,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0467",
           "purpose": "jev_reflex",
-          "answers": {
+          "evaluations": {
             "60ef6ba0a24d6d54a": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -736,7 +788,6 @@
               "confidence": 0.98
             },
             "e41e913501b8667ec": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -745,7 +796,6 @@
               "confidence": 0.99
             },
             "0894c800598969656": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -754,7 +804,6 @@
               "confidence": 0.99
             },
             "synthetic-identity-0177": {
-              "type": "choice",
               "choice": "defer",
               "probabilities": {
                 "synthetic-identity-0177": 0.5,
@@ -832,16 +881,28 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0472",
           "purpose": "jev_claim",
-          "questions": {
+          "claims": {
             "claim0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 50\",\"e41e913501b8667ec\":\"Synthetic fixture value 51\",\"0894c800598969656\":\"Synthetic fixture value 52\",\"defer\":\"Synthetic fixture value 53\",\"new\":\"Synthetic fixture value 54\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 50\",\"e41e913501b8667ec\":\"Synthetic fixture value 51\",\"0894c800598969656\":\"Synthetic fixture value 52\",\"defer\":\"Synthetic fixture value 53\",\"new\":\"Synthetic fixture value 54\"}}",
+              "options": [
+                "60ef6ba0a24d6d54a",
+                "e41e913501b8667ec",
+                "0894c800598969656",
+                "defer",
+                "new"
+              ]
             },
             "claim1": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 55\",\"e41e913501b8667ec\":\"Synthetic fixture value 56\",\"0894c800598969656\":\"Synthetic fixture value 57\",\"defer\":\"Synthetic fixture value 58\",\"new\":\"Synthetic fixture value 59\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 55\",\"e41e913501b8667ec\":\"Synthetic fixture value 56\",\"0894c800598969656\":\"Synthetic fixture value 57\",\"defer\":\"Synthetic fixture value 58\",\"new\":\"Synthetic fixture value 59\"}}",
+              "options": [
+                "60ef6ba0a24d6d54a",
+                "e41e913501b8667ec",
+                "0894c800598969656",
+                "defer",
+                "new"
+              ]
             }
           }
         }
@@ -883,9 +944,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0472",
           "purpose": "jev_claim",
-          "answers": {
+          "evaluations": {
             "claim0": {
-              "type": "choice",
               "choice": "60ef6ba0a24d6d54a",
               "probabilities": {
                 "60ef6ba0a24d6d54a": 0.5,
@@ -897,7 +957,6 @@
               "confidence": 0.82
             },
             "claim1": {
-              "type": "choice",
               "choice": "60ef6ba0a24d6d54a",
               "probabilities": {
                 "60ef6ba0a24d6d54a": 0.5,
@@ -960,26 +1019,38 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0478",
           "purpose": "jev_reflex",
-          "questions": {
+          "claims": {
             "60ef6ba0a24d6d54a": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 60\",\"include\":\"Synthetic fixture value 61\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 60\",\"include\":\"Synthetic fixture value 61\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "e41e913501b8667ec": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 62\",\"include\":\"Synthetic fixture value 63\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 62\",\"include\":\"Synthetic fixture value 63\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "0894c800598969656": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 64\",\"include\":\"Synthetic fixture value 65\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 64\",\"include\":\"Synthetic fixture value 65\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "synthetic-identity-0177": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"synthetic-identity-0177\":\"Synthetic fixture value 66\",\"defer\":\"Synthetic fixture value 67\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 66\",\"defer\":\"Synthetic fixture value 67\"}}",
+              "options": [
+                "synthetic-identity-0177",
+                "defer"
+              ]
             }
           }
         }
@@ -1003,9 +1074,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0478",
           "purpose": "jev_reflex",
-          "answers": {
+          "evaluations": {
             "60ef6ba0a24d6d54a": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -1014,7 +1084,6 @@
               "confidence": 0.99
             },
             "e41e913501b8667ec": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -1023,7 +1092,6 @@
               "confidence": 0.99
             },
             "0894c800598969656": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -1032,7 +1100,6 @@
               "confidence": 1
             },
             "synthetic-identity-0177": {
-              "type": "choice",
               "choice": "defer",
               "probabilities": {
                 "synthetic-identity-0177": 0.5,
@@ -1110,11 +1177,17 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0483",
           "purpose": "jev_claim",
-          "questions": {
+          "claims": {
             "claim0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 68\",\"e41e913501b8667ec\":\"Synthetic fixture value 69\",\"0894c800598969656\":\"Synthetic fixture value 70\",\"defer\":\"Synthetic fixture value 71\",\"new\":\"Synthetic fixture value 72\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 68\",\"e41e913501b8667ec\":\"Synthetic fixture value 69\",\"0894c800598969656\":\"Synthetic fixture value 70\",\"defer\":\"Synthetic fixture value 71\",\"new\":\"Synthetic fixture value 72\"}}",
+              "options": [
+                "60ef6ba0a24d6d54a",
+                "e41e913501b8667ec",
+                "0894c800598969656",
+                "defer",
+                "new"
+              ]
             }
           }
         }
@@ -1156,9 +1229,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0483",
           "purpose": "jev_claim",
-          "answers": {
+          "evaluations": {
             "claim0": {
-              "type": "choice",
               "choice": "60ef6ba0a24d6d54a",
               "probabilities": {
                 "60ef6ba0a24d6d54a": 0.5,
@@ -1221,26 +1293,38 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0489",
           "purpose": "jev_reflex",
-          "questions": {
+          "claims": {
             "60ef6ba0a24d6d54a": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 73\",\"include\":\"Synthetic fixture value 74\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 73\",\"include\":\"Synthetic fixture value 74\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "e41e913501b8667ec": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 75\",\"include\":\"Synthetic fixture value 76\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 75\",\"include\":\"Synthetic fixture value 76\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "0894c800598969656": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 77\",\"include\":\"Synthetic fixture value 78\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 77\",\"include\":\"Synthetic fixture value 78\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "synthetic-identity-0177": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"synthetic-identity-0177\":\"Synthetic fixture value 79\",\"defer\":\"Synthetic fixture value 80\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 79\",\"defer\":\"Synthetic fixture value 80\"}}",
+              "options": [
+                "synthetic-identity-0177",
+                "defer"
+              ]
             }
           }
         }
@@ -1264,9 +1348,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0489",
           "purpose": "jev_reflex",
-          "answers": {
+          "evaluations": {
             "60ef6ba0a24d6d54a": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -1275,7 +1358,6 @@
               "confidence": 0.99
             },
             "e41e913501b8667ec": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -1284,7 +1366,6 @@
               "confidence": 1
             },
             "0894c800598969656": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -1293,7 +1374,6 @@
               "confidence": 1
             },
             "synthetic-identity-0177": {
-              "type": "choice",
               "choice": "synthetic-identity-0177",
               "probabilities": {
                 "synthetic-identity-0177": 0.5,
@@ -1977,11 +2057,17 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0524",
           "purpose": "jev_claim",
-          "questions": {
+          "claims": {
             "claim0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 85\",\"e41e913501b8667ec\":\"Synthetic fixture value 86\",\"0894c800598969656\":\"Synthetic fixture value 87\",\"defer\":\"Synthetic fixture value 88\",\"new\":\"Synthetic fixture value 89\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 85\",\"e41e913501b8667ec\":\"Synthetic fixture value 86\",\"0894c800598969656\":\"Synthetic fixture value 87\",\"defer\":\"Synthetic fixture value 88\",\"new\":\"Synthetic fixture value 89\"}}",
+              "options": [
+                "60ef6ba0a24d6d54a",
+                "e41e913501b8667ec",
+                "0894c800598969656",
+                "defer",
+                "new"
+              ]
             }
           }
         }
@@ -2004,9 +2090,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0524",
           "purpose": "jev_claim",
-          "answers": {
+          "evaluations": {
             "claim0": {
-              "type": "choice",
               "choice": "60ef6ba0a24d6d54a",
               "probabilities": {
                 "60ef6ba0a24d6d54a": 0.5,
@@ -2107,11 +2192,17 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0302",
           "purpose": "jev_claim",
-          "questions": {
+          "claims": {
             "claim0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"1eae434e55c440826\":\"Synthetic fixture value 90\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 91\",\"ec502a90451aaadd5\":\"Synthetic fixture value 92\",\"defer\":\"Synthetic fixture value 93\",\"new\":\"Synthetic fixture value 94\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"1eae434e55c440826\":\"Synthetic fixture value 90\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 91\",\"ec502a90451aaadd5\":\"Synthetic fixture value 92\",\"defer\":\"Synthetic fixture value 93\",\"new\":\"Synthetic fixture value 94\"}}",
+              "options": [
+                "1eae434e55c440826",
+                "8b7f9c05e25286b14",
+                "ec502a90451aaadd5",
+                "defer",
+                "new"
+              ]
             }
           }
         }
@@ -2134,9 +2225,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0302",
           "purpose": "jev_claim",
-          "answers": {
+          "evaluations": {
             "claim0": {
-              "type": "choice",
               "choice": "1eae434e55c440826",
               "probabilities": {
                 "1eae434e55c440826": 0.5,
@@ -2199,26 +2289,38 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0306",
           "purpose": "jev_reflex",
-          "questions": {
+          "claims": {
             "1eae434e55c440826": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 95\",\"include\":\"Synthetic fixture value 96\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 95\",\"include\":\"Synthetic fixture value 96\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "8b7f9c05e25286b14": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 97\",\"include\":\"Synthetic fixture value 98\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 97\",\"include\":\"Synthetic fixture value 98\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "ec502a90451aaadd5": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 99\",\"include\":\"Synthetic fixture value 100\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 99\",\"include\":\"Synthetic fixture value 100\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "synthetic-identity-0177": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"synthetic-identity-0177\":\"Synthetic fixture value 101\",\"defer\":\"Synthetic fixture value 102\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 101\",\"defer\":\"Synthetic fixture value 102\"}}",
+              "options": [
+                "synthetic-identity-0177",
+                "defer"
+              ]
             }
           }
         }
@@ -2242,9 +2344,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0306",
           "purpose": "jev_reflex",
-          "answers": {
+          "evaluations": {
             "1eae434e55c440826": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -2253,7 +2354,6 @@
               "confidence": 0.98
             },
             "8b7f9c05e25286b14": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -2262,7 +2362,6 @@
               "confidence": 0.99
             },
             "ec502a90451aaadd5": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -2271,7 +2370,6 @@
               "confidence": 1
             },
             "synthetic-identity-0177": {
-              "type": "choice",
               "choice": "defer",
               "probabilities": {
                 "synthetic-identity-0177": 0.5,
@@ -2349,16 +2447,28 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0311",
           "purpose": "jev_claim",
-          "questions": {
+          "claims": {
             "claim0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"1eae434e55c440826\":\"Synthetic fixture value 103\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 104\",\"ec502a90451aaadd5\":\"Synthetic fixture value 105\",\"defer\":\"Synthetic fixture value 106\",\"new\":\"Synthetic fixture value 107\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"1eae434e55c440826\":\"Synthetic fixture value 103\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 104\",\"ec502a90451aaadd5\":\"Synthetic fixture value 105\",\"defer\":\"Synthetic fixture value 106\",\"new\":\"Synthetic fixture value 107\"}}",
+              "options": [
+                "1eae434e55c440826",
+                "8b7f9c05e25286b14",
+                "ec502a90451aaadd5",
+                "defer",
+                "new"
+              ]
             },
             "claim1": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"1eae434e55c440826\":\"Synthetic fixture value 108\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 109\",\"ec502a90451aaadd5\":\"Synthetic fixture value 110\",\"defer\":\"Synthetic fixture value 111\",\"new\":\"Synthetic fixture value 112\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"1eae434e55c440826\":\"Synthetic fixture value 108\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 109\",\"ec502a90451aaadd5\":\"Synthetic fixture value 110\",\"defer\":\"Synthetic fixture value 111\",\"new\":\"Synthetic fixture value 112\"}}",
+              "options": [
+                "1eae434e55c440826",
+                "8b7f9c05e25286b14",
+                "ec502a90451aaadd5",
+                "defer",
+                "new"
+              ]
             }
           }
         }
@@ -2381,9 +2491,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0311",
           "purpose": "jev_claim",
-          "answers": {
+          "evaluations": {
             "claim0": {
-              "type": "choice",
               "choice": "1eae434e55c440826",
               "probabilities": {
                 "1eae434e55c440826": 0.5,
@@ -2395,7 +2504,6 @@
               "confidence": 0.34
             },
             "claim1": {
-              "type": "choice",
               "choice": "1eae434e55c440826",
               "probabilities": {
                 "1eae434e55c440826": 0.5,
@@ -2458,26 +2566,38 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0315",
           "purpose": "jev_reflex",
-          "questions": {
+          "claims": {
             "1eae434e55c440826": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 113\",\"include\":\"Synthetic fixture value 114\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 113\",\"include\":\"Synthetic fixture value 114\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "8b7f9c05e25286b14": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 115\",\"include\":\"Synthetic fixture value 116\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 115\",\"include\":\"Synthetic fixture value 116\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "ec502a90451aaadd5": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 117\",\"include\":\"Synthetic fixture value 118\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 117\",\"include\":\"Synthetic fixture value 118\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "synthetic-identity-0177": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"synthetic-identity-0177\":\"Synthetic fixture value 119\",\"defer\":\"Synthetic fixture value 120\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 119\",\"defer\":\"Synthetic fixture value 120\"}}",
+              "options": [
+                "synthetic-identity-0177",
+                "defer"
+              ]
             }
           }
         }
@@ -2520,9 +2640,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0315",
           "purpose": "jev_reflex",
-          "answers": {
+          "evaluations": {
             "1eae434e55c440826": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -2531,7 +2650,6 @@
               "confidence": 0.96
             },
             "8b7f9c05e25286b14": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -2540,7 +2658,6 @@
               "confidence": 0.99
             },
             "ec502a90451aaadd5": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -2549,7 +2666,6 @@
               "confidence": 1
             },
             "synthetic-identity-0177": {
-              "type": "choice",
               "choice": "defer",
               "probabilities": {
                 "synthetic-identity-0177": 0.5,
@@ -2627,11 +2743,17 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0322",
           "purpose": "jev_claim",
-          "questions": {
+          "claims": {
             "claim0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"1eae434e55c440826\":\"Synthetic fixture value 121\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 122\",\"ec502a90451aaadd5\":\"Synthetic fixture value 123\",\"defer\":\"Synthetic fixture value 124\",\"new\":\"Synthetic fixture value 125\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"1eae434e55c440826\":\"Synthetic fixture value 121\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 122\",\"ec502a90451aaadd5\":\"Synthetic fixture value 123\",\"defer\":\"Synthetic fixture value 124\",\"new\":\"Synthetic fixture value 125\"}}",
+              "options": [
+                "1eae434e55c440826",
+                "8b7f9c05e25286b14",
+                "ec502a90451aaadd5",
+                "defer",
+                "new"
+              ]
             }
           }
         }
@@ -2654,9 +2776,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0322",
           "purpose": "jev_claim",
-          "answers": {
+          "evaluations": {
             "claim0": {
-              "type": "choice",
               "choice": "1eae434e55c440826",
               "probabilities": {
                 "1eae434e55c440826": 0.5,
@@ -2738,26 +2859,38 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0328",
           "purpose": "jev_reflex",
-          "questions": {
+          "claims": {
             "1eae434e55c440826": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 126\",\"include\":\"Synthetic fixture value 127\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 126\",\"include\":\"Synthetic fixture value 127\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "8b7f9c05e25286b14": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 128\",\"include\":\"Synthetic fixture value 129\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 128\",\"include\":\"Synthetic fixture value 129\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "ec502a90451aaadd5": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 130\",\"include\":\"Synthetic fixture value 131\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 130\",\"include\":\"Synthetic fixture value 131\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "synthetic-identity-0177": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"synthetic-identity-0177\":\"Synthetic fixture value 132\",\"defer\":\"Synthetic fixture value 133\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 132\",\"defer\":\"Synthetic fixture value 133\"}}",
+              "options": [
+                "synthetic-identity-0177",
+                "defer"
+              ]
             }
           }
         }
@@ -2781,9 +2914,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0328",
           "purpose": "jev_reflex",
-          "answers": {
+          "evaluations": {
             "1eae434e55c440826": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -2792,7 +2924,6 @@
               "confidence": 0.98
             },
             "8b7f9c05e25286b14": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -2801,7 +2932,6 @@
               "confidence": 0.99
             },
             "ec502a90451aaadd5": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -2810,7 +2940,6 @@
               "confidence": 1
             },
             "synthetic-identity-0177": {
-              "type": "choice",
               "choice": "defer",
               "probabilities": {
                 "synthetic-identity-0177": 0.5,
@@ -2888,11 +3017,17 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0333",
           "purpose": "jev_claim",
-          "questions": {
+          "claims": {
             "claim0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"1eae434e55c440826\":\"Synthetic fixture value 134\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 135\",\"ec502a90451aaadd5\":\"Synthetic fixture value 136\",\"defer\":\"Synthetic fixture value 137\",\"new\":\"Synthetic fixture value 138\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"1eae434e55c440826\":\"Synthetic fixture value 134\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 135\",\"ec502a90451aaadd5\":\"Synthetic fixture value 136\",\"defer\":\"Synthetic fixture value 137\",\"new\":\"Synthetic fixture value 138\"}}",
+              "options": [
+                "1eae434e55c440826",
+                "8b7f9c05e25286b14",
+                "ec502a90451aaadd5",
+                "defer",
+                "new"
+              ]
             }
           }
         }
@@ -2915,9 +3050,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0333",
           "purpose": "jev_claim",
-          "answers": {
+          "evaluations": {
             "claim0": {
-              "type": "choice",
               "choice": "1eae434e55c440826",
               "probabilities": {
                 "1eae434e55c440826": 0.5,
@@ -2999,26 +3133,38 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0339",
           "purpose": "jev_reflex",
-          "questions": {
+          "claims": {
             "1eae434e55c440826": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 139\",\"include\":\"Synthetic fixture value 140\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 139\",\"include\":\"Synthetic fixture value 140\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "8b7f9c05e25286b14": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 141\",\"include\":\"Synthetic fixture value 142\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 141\",\"include\":\"Synthetic fixture value 142\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "ec502a90451aaadd5": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 143\",\"include\":\"Synthetic fixture value 144\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 143\",\"include\":\"Synthetic fixture value 144\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "synthetic-identity-0177": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"synthetic-identity-0177\":\"Synthetic fixture value 145\",\"defer\":\"Synthetic fixture value 146\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 145\",\"defer\":\"Synthetic fixture value 146\"}}",
+              "options": [
+                "synthetic-identity-0177",
+                "defer"
+              ]
             }
           }
         }
@@ -3042,9 +3188,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0339",
           "purpose": "jev_reflex",
-          "answers": {
+          "evaluations": {
             "1eae434e55c440826": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -3053,7 +3198,6 @@
               "confidence": 0.98
             },
             "8b7f9c05e25286b14": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -3062,7 +3206,6 @@
               "confidence": 0.99
             },
             "ec502a90451aaadd5": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -3071,7 +3214,6 @@
               "confidence": 1
             },
             "synthetic-identity-0177": {
-              "type": "choice",
               "choice": "defer",
               "probabilities": {
                 "synthetic-identity-0177": 0.5,
@@ -3149,16 +3291,28 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0344",
           "purpose": "jev_claim",
-          "questions": {
+          "claims": {
             "claim0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"1eae434e55c440826\":\"Synthetic fixture value 147\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 148\",\"ec502a90451aaadd5\":\"Synthetic fixture value 149\",\"defer\":\"Synthetic fixture value 150\",\"new\":\"Synthetic fixture value 151\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"1eae434e55c440826\":\"Synthetic fixture value 147\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 148\",\"ec502a90451aaadd5\":\"Synthetic fixture value 149\",\"defer\":\"Synthetic fixture value 150\",\"new\":\"Synthetic fixture value 151\"}}",
+              "options": [
+                "1eae434e55c440826",
+                "8b7f9c05e25286b14",
+                "ec502a90451aaadd5",
+                "defer",
+                "new"
+              ]
             },
             "claim1": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"1eae434e55c440826\":\"Synthetic fixture value 152\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 153\",\"ec502a90451aaadd5\":\"Synthetic fixture value 154\",\"defer\":\"Synthetic fixture value 155\",\"new\":\"Synthetic fixture value 156\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"1eae434e55c440826\":\"Synthetic fixture value 152\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 153\",\"ec502a90451aaadd5\":\"Synthetic fixture value 154\",\"defer\":\"Synthetic fixture value 155\",\"new\":\"Synthetic fixture value 156\"}}",
+              "options": [
+                "1eae434e55c440826",
+                "8b7f9c05e25286b14",
+                "ec502a90451aaadd5",
+                "defer",
+                "new"
+              ]
             }
           }
         }
@@ -3200,9 +3354,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0344",
           "purpose": "jev_claim",
-          "answers": {
+          "evaluations": {
             "claim0": {
-              "type": "choice",
               "choice": "1eae434e55c440826",
               "probabilities": {
                 "1eae434e55c440826": 0.5,
@@ -3214,7 +3367,6 @@
               "confidence": 0.8
             },
             "claim1": {
-              "type": "choice",
               "choice": "1eae434e55c440826",
               "probabilities": {
                 "1eae434e55c440826": 0.5,
@@ -3277,26 +3429,38 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0350",
           "purpose": "jev_reflex",
-          "questions": {
+          "claims": {
             "1eae434e55c440826": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 157\",\"include\":\"Synthetic fixture value 158\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 157\",\"include\":\"Synthetic fixture value 158\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "8b7f9c05e25286b14": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 159\",\"include\":\"Synthetic fixture value 160\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 159\",\"include\":\"Synthetic fixture value 160\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "ec502a90451aaadd5": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 161\",\"include\":\"Synthetic fixture value 162\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 161\",\"include\":\"Synthetic fixture value 162\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "synthetic-identity-0177": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"synthetic-identity-0177\":\"Synthetic fixture value 163\",\"defer\":\"Synthetic fixture value 164\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 163\",\"defer\":\"Synthetic fixture value 164\"}}",
+              "options": [
+                "synthetic-identity-0177",
+                "defer"
+              ]
             }
           }
         }
@@ -3320,9 +3484,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0350",
           "purpose": "jev_reflex",
-          "answers": {
+          "evaluations": {
             "1eae434e55c440826": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -3331,7 +3494,6 @@
               "confidence": 0.98
             },
             "8b7f9c05e25286b14": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -3340,7 +3502,6 @@
               "confidence": 0.99
             },
             "ec502a90451aaadd5": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -3349,7 +3510,6 @@
               "confidence": 1
             },
             "synthetic-identity-0177": {
-              "type": "choice",
               "choice": "defer",
               "probabilities": {
                 "synthetic-identity-0177": 0.5,
@@ -3427,11 +3587,17 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0355",
           "purpose": "jev_claim",
-          "questions": {
+          "claims": {
             "claim0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"1eae434e55c440826\":\"Synthetic fixture value 165\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 166\",\"ec502a90451aaadd5\":\"Synthetic fixture value 167\",\"defer\":\"Synthetic fixture value 168\",\"new\":\"Synthetic fixture value 169\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"1eae434e55c440826\":\"Synthetic fixture value 165\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 166\",\"ec502a90451aaadd5\":\"Synthetic fixture value 167\",\"defer\":\"Synthetic fixture value 168\",\"new\":\"Synthetic fixture value 169\"}}",
+              "options": [
+                "1eae434e55c440826",
+                "8b7f9c05e25286b14",
+                "ec502a90451aaadd5",
+                "defer",
+                "new"
+              ]
             }
           }
         }
@@ -3454,9 +3620,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0355",
           "purpose": "jev_claim",
-          "answers": {
+          "evaluations": {
             "claim0": {
-              "type": "choice",
               "choice": "1eae434e55c440826",
               "probabilities": {
                 "1eae434e55c440826": 0.5,
@@ -3519,26 +3684,38 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0359",
           "purpose": "jev_reflex",
-          "questions": {
+          "claims": {
             "1eae434e55c440826": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 170\",\"include\":\"Synthetic fixture value 171\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 170\",\"include\":\"Synthetic fixture value 171\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "8b7f9c05e25286b14": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 172\",\"include\":\"Synthetic fixture value 173\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 172\",\"include\":\"Synthetic fixture value 173\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "ec502a90451aaadd5": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 174\",\"include\":\"Synthetic fixture value 175\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 174\",\"include\":\"Synthetic fixture value 175\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "synthetic-identity-0177": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"synthetic-identity-0177\":\"Synthetic fixture value 176\",\"defer\":\"Synthetic fixture value 177\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 176\",\"defer\":\"Synthetic fixture value 177\"}}",
+              "options": [
+                "synthetic-identity-0177",
+                "defer"
+              ]
             }
           }
         }
@@ -3562,9 +3739,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0359",
           "purpose": "jev_reflex",
-          "answers": {
+          "evaluations": {
             "1eae434e55c440826": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -3573,7 +3749,6 @@
               "confidence": 0.98
             },
             "8b7f9c05e25286b14": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -3582,7 +3757,6 @@
               "confidence": 0.98
             },
             "ec502a90451aaadd5": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -3591,7 +3765,6 @@
               "confidence": 1
             },
             "synthetic-identity-0177": {
-              "type": "choice",
               "choice": "defer",
               "probabilities": {
                 "synthetic-identity-0177": 0.5,
@@ -3669,16 +3842,28 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0364",
           "purpose": "jev_claim",
-          "questions": {
+          "claims": {
             "claim0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"1eae434e55c440826\":\"Synthetic fixture value 178\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 179\",\"ec502a90451aaadd5\":\"Synthetic fixture value 180\",\"defer\":\"Synthetic fixture value 181\",\"new\":\"Synthetic fixture value 182\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"1eae434e55c440826\":\"Synthetic fixture value 178\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 179\",\"ec502a90451aaadd5\":\"Synthetic fixture value 180\",\"defer\":\"Synthetic fixture value 181\",\"new\":\"Synthetic fixture value 182\"}}",
+              "options": [
+                "1eae434e55c440826",
+                "8b7f9c05e25286b14",
+                "ec502a90451aaadd5",
+                "defer",
+                "new"
+              ]
             },
             "claim1": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"1eae434e55c440826\":\"Synthetic fixture value 183\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 184\",\"ec502a90451aaadd5\":\"Synthetic fixture value 185\",\"defer\":\"Synthetic fixture value 186\",\"new\":\"Synthetic fixture value 187\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"1eae434e55c440826\":\"Synthetic fixture value 183\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 184\",\"ec502a90451aaadd5\":\"Synthetic fixture value 185\",\"defer\":\"Synthetic fixture value 186\",\"new\":\"Synthetic fixture value 187\"}}",
+              "options": [
+                "1eae434e55c440826",
+                "8b7f9c05e25286b14",
+                "ec502a90451aaadd5",
+                "defer",
+                "new"
+              ]
             }
           }
         }
@@ -3701,9 +3886,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0364",
           "purpose": "jev_claim",
-          "answers": {
+          "evaluations": {
             "claim0": {
-              "type": "choice",
               "choice": "1eae434e55c440826",
               "probabilities": {
                 "1eae434e55c440826": 0.5,
@@ -3715,7 +3899,6 @@
               "confidence": 0.75
             },
             "claim1": {
-              "type": "choice",
               "choice": "1eae434e55c440826",
               "probabilities": {
                 "1eae434e55c440826": 0.5,
@@ -3778,26 +3961,38 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0368",
           "purpose": "jev_reflex",
-          "questions": {
+          "claims": {
             "1eae434e55c440826": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 188\",\"include\":\"Synthetic fixture value 189\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 188\",\"include\":\"Synthetic fixture value 189\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "8b7f9c05e25286b14": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 190\",\"include\":\"Synthetic fixture value 191\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 190\",\"include\":\"Synthetic fixture value 191\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "ec502a90451aaadd5": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 192\",\"include\":\"Synthetic fixture value 193\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 192\",\"include\":\"Synthetic fixture value 193\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "synthetic-identity-0177": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"synthetic-identity-0177\":\"Synthetic fixture value 194\",\"defer\":\"Synthetic fixture value 195\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 194\",\"defer\":\"Synthetic fixture value 195\"}}",
+              "options": [
+                "synthetic-identity-0177",
+                "defer"
+              ]
             }
           }
         }
@@ -3840,9 +4035,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0368",
           "purpose": "jev_reflex",
-          "answers": {
+          "evaluations": {
             "1eae434e55c440826": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -3851,7 +4045,6 @@
               "confidence": 0.98
             },
             "8b7f9c05e25286b14": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -3860,7 +4053,6 @@
               "confidence": 0.99
             },
             "ec502a90451aaadd5": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -3869,7 +4061,6 @@
               "confidence": 1
             },
             "synthetic-identity-0177": {
-              "type": "choice",
               "choice": "defer",
               "probabilities": {
                 "synthetic-identity-0177": 0.5,
@@ -3947,11 +4138,17 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0375",
           "purpose": "jev_claim",
-          "questions": {
+          "claims": {
             "claim0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"1eae434e55c440826\":\"Synthetic fixture value 196\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 197\",\"ec502a90451aaadd5\":\"Synthetic fixture value 198\",\"defer\":\"Synthetic fixture value 199\",\"new\":\"Synthetic fixture value 200\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"1eae434e55c440826\":\"Synthetic fixture value 196\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 197\",\"ec502a90451aaadd5\":\"Synthetic fixture value 198\",\"defer\":\"Synthetic fixture value 199\",\"new\":\"Synthetic fixture value 200\"}}",
+              "options": [
+                "1eae434e55c440826",
+                "8b7f9c05e25286b14",
+                "ec502a90451aaadd5",
+                "defer",
+                "new"
+              ]
             }
           }
         }
@@ -3974,9 +4171,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0375",
           "purpose": "jev_claim",
-          "answers": {
+          "evaluations": {
             "claim0": {
-              "type": "choice",
               "choice": "1eae434e55c440826",
               "probabilities": {
                 "1eae434e55c440826": 0.5,
@@ -4039,26 +4235,38 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0379",
           "purpose": "jev_reflex",
-          "questions": {
+          "claims": {
             "1eae434e55c440826": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 201\",\"include\":\"Synthetic fixture value 202\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 201\",\"include\":\"Synthetic fixture value 202\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "8b7f9c05e25286b14": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 203\",\"include\":\"Synthetic fixture value 204\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 203\",\"include\":\"Synthetic fixture value 204\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "ec502a90451aaadd5": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 205\",\"include\":\"Synthetic fixture value 206\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 205\",\"include\":\"Synthetic fixture value 206\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "synthetic-identity-0177": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"synthetic-identity-0177\":\"Synthetic fixture value 207\",\"defer\":\"Synthetic fixture value 208\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 207\",\"defer\":\"Synthetic fixture value 208\"}}",
+              "options": [
+                "synthetic-identity-0177",
+                "defer"
+              ]
             }
           }
         }
@@ -4082,9 +4290,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0379",
           "purpose": "jev_reflex",
-          "answers": {
+          "evaluations": {
             "1eae434e55c440826": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -4093,7 +4300,6 @@
               "confidence": 0.98
             },
             "8b7f9c05e25286b14": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -4102,7 +4308,6 @@
               "confidence": 0.98
             },
             "ec502a90451aaadd5": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -4111,7 +4316,6 @@
               "confidence": 1
             },
             "synthetic-identity-0177": {
-              "type": "choice",
               "choice": "defer",
               "probabilities": {
                 "synthetic-identity-0177": 0.5,
@@ -4189,11 +4393,17 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0384",
           "purpose": "jev_claim",
-          "questions": {
+          "claims": {
             "claim0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"1eae434e55c440826\":\"Synthetic fixture value 209\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 210\",\"ec502a90451aaadd5\":\"Synthetic fixture value 211\",\"defer\":\"Synthetic fixture value 212\",\"new\":\"Synthetic fixture value 213\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"1eae434e55c440826\":\"Synthetic fixture value 209\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 210\",\"ec502a90451aaadd5\":\"Synthetic fixture value 211\",\"defer\":\"Synthetic fixture value 212\",\"new\":\"Synthetic fixture value 213\"}}",
+              "options": [
+                "1eae434e55c440826",
+                "8b7f9c05e25286b14",
+                "ec502a90451aaadd5",
+                "defer",
+                "new"
+              ]
             }
           }
         }
@@ -4216,9 +4426,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0384",
           "purpose": "jev_claim",
-          "answers": {
+          "evaluations": {
             "claim0": {
-              "type": "choice",
               "choice": "1eae434e55c440826",
               "probabilities": {
                 "1eae434e55c440826": 0.5,
@@ -4281,26 +4490,38 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0388",
           "purpose": "jev_reflex",
-          "questions": {
+          "claims": {
             "1eae434e55c440826": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 214\",\"include\":\"Synthetic fixture value 215\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 214\",\"include\":\"Synthetic fixture value 215\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "8b7f9c05e25286b14": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 216\",\"include\":\"Synthetic fixture value 217\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 216\",\"include\":\"Synthetic fixture value 217\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "ec502a90451aaadd5": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 218\",\"include\":\"Synthetic fixture value 219\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 218\",\"include\":\"Synthetic fixture value 219\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "synthetic-identity-0177": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"synthetic-identity-0177\":\"Synthetic fixture value 220\",\"defer\":\"Synthetic fixture value 221\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 220\",\"defer\":\"Synthetic fixture value 221\"}}",
+              "options": [
+                "synthetic-identity-0177",
+                "defer"
+              ]
             }
           }
         }
@@ -4343,9 +4564,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0388",
           "purpose": "jev_reflex",
-          "answers": {
+          "evaluations": {
             "1eae434e55c440826": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -4354,7 +4574,6 @@
               "confidence": 0.98
             },
             "8b7f9c05e25286b14": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -4363,7 +4582,6 @@
               "confidence": 0.99
             },
             "ec502a90451aaadd5": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -4372,7 +4590,6 @@
               "confidence": 1
             },
             "synthetic-identity-0177": {
-              "type": "choice",
               "choice": "defer",
               "probabilities": {
                 "synthetic-identity-0177": 0.5,
@@ -4450,11 +4667,17 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0395",
           "purpose": "jev_claim",
-          "questions": {
+          "claims": {
             "claim0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"1eae434e55c440826\":\"Synthetic fixture value 222\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 223\",\"ec502a90451aaadd5\":\"Synthetic fixture value 224\",\"defer\":\"Synthetic fixture value 225\",\"new\":\"Synthetic fixture value 226\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"1eae434e55c440826\":\"Synthetic fixture value 222\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 223\",\"ec502a90451aaadd5\":\"Synthetic fixture value 224\",\"defer\":\"Synthetic fixture value 225\",\"new\":\"Synthetic fixture value 226\"}}",
+              "options": [
+                "1eae434e55c440826",
+                "8b7f9c05e25286b14",
+                "ec502a90451aaadd5",
+                "defer",
+                "new"
+              ]
             }
           }
         }
@@ -4477,9 +4700,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0395",
           "purpose": "jev_claim",
-          "answers": {
+          "evaluations": {
             "claim0": {
-              "type": "choice",
               "choice": "1eae434e55c440826",
               "probabilities": {
                 "1eae434e55c440826": 0.5,
@@ -4542,26 +4764,38 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0399",
           "purpose": "jev_reflex",
-          "questions": {
+          "claims": {
             "1eae434e55c440826": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 227\",\"include\":\"Synthetic fixture value 228\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 227\",\"include\":\"Synthetic fixture value 228\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "8b7f9c05e25286b14": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 229\",\"include\":\"Synthetic fixture value 230\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 229\",\"include\":\"Synthetic fixture value 230\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "ec502a90451aaadd5": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 231\",\"include\":\"Synthetic fixture value 232\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 231\",\"include\":\"Synthetic fixture value 232\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "synthetic-identity-0177": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"synthetic-identity-0177\":\"Synthetic fixture value 233\",\"defer\":\"Synthetic fixture value 234\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 233\",\"defer\":\"Synthetic fixture value 234\"}}",
+              "options": [
+                "synthetic-identity-0177",
+                "defer"
+              ]
             }
           }
         }
@@ -4585,9 +4819,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0399",
           "purpose": "jev_reflex",
-          "answers": {
+          "evaluations": {
             "1eae434e55c440826": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -4596,7 +4829,6 @@
               "confidence": 0.98
             },
             "8b7f9c05e25286b14": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -4605,7 +4837,6 @@
               "confidence": 1
             },
             "ec502a90451aaadd5": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -4614,7 +4845,6 @@
               "confidence": 0.98
             },
             "synthetic-identity-0177": {
-              "type": "choice",
               "choice": "synthetic-identity-0177",
               "probabilities": {
                 "synthetic-identity-0177": 0.5,
@@ -5298,11 +5528,17 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0434",
           "purpose": "jev_claim",
-          "questions": {
+          "claims": {
             "claim0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"1eae434e55c440826\":\"Synthetic fixture value 236\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 237\",\"ec502a90451aaadd5\":\"Synthetic fixture value 238\",\"defer\":\"Synthetic fixture value 239\",\"new\":\"Synthetic fixture value 240\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"1eae434e55c440826\":\"Synthetic fixture value 236\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 237\",\"ec502a90451aaadd5\":\"Synthetic fixture value 238\",\"defer\":\"Synthetic fixture value 239\",\"new\":\"Synthetic fixture value 240\"}}",
+              "options": [
+                "1eae434e55c440826",
+                "8b7f9c05e25286b14",
+                "ec502a90451aaadd5",
+                "defer",
+                "new"
+              ]
             }
           }
         }
@@ -5325,9 +5561,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0434",
           "purpose": "jev_claim",
-          "answers": {
+          "evaluations": {
             "claim0": {
-              "type": "choice",
               "choice": "1eae434e55c440826",
               "probabilities": {
                 "1eae434e55c440826": 0.5,
@@ -5428,11 +5663,16 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0531",
           "purpose": "jev_claim",
-          "questions": {
+          "claims": {
             "claim0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"50759353ece00982e\":\"Synthetic fixture value 241\",\"f1cd4cfc8eb6f9617\":\"Synthetic fixture value 242\",\"defer\":\"Synthetic fixture value 243\",\"new\":\"Synthetic fixture value 244\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"50759353ece00982e\":\"Synthetic fixture value 241\",\"f1cd4cfc8eb6f9617\":\"Synthetic fixture value 242\",\"defer\":\"Synthetic fixture value 243\",\"new\":\"Synthetic fixture value 244\"}}",
+              "options": [
+                "50759353ece00982e",
+                "f1cd4cfc8eb6f9617",
+                "defer",
+                "new"
+              ]
             }
           }
         }
@@ -5455,9 +5695,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0531",
           "purpose": "jev_claim",
-          "answers": {
+          "evaluations": {
             "claim0": {
-              "type": "choice",
               "choice": "f1cd4cfc8eb6f9617",
               "probabilities": {
                 "50759353ece00982e": 0.5,
@@ -5519,21 +5758,30 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0535",
           "purpose": "jev_reflex",
-          "questions": {
+          "claims": {
             "50759353ece00982e": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 245\",\"include\":\"Synthetic fixture value 246\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 245\",\"include\":\"Synthetic fixture value 246\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "f1cd4cfc8eb6f9617": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 247\",\"include\":\"Synthetic fixture value 248\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 247\",\"include\":\"Synthetic fixture value 248\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "synthetic-identity-0177": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"synthetic-identity-0177\":\"Synthetic fixture value 249\",\"defer\":\"Synthetic fixture value 250\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 249\",\"defer\":\"Synthetic fixture value 250\"}}",
+              "options": [
+                "synthetic-identity-0177",
+                "defer"
+              ]
             }
           }
         }
@@ -5557,9 +5805,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0535",
           "purpose": "jev_reflex",
-          "answers": {
+          "evaluations": {
             "50759353ece00982e": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -5568,7 +5815,6 @@
               "confidence": 0.99
             },
             "f1cd4cfc8eb6f9617": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -5577,7 +5823,6 @@
               "confidence": 0.98
             },
             "synthetic-identity-0177": {
-              "type": "choice",
               "choice": "defer",
               "probabilities": {
                 "synthetic-identity-0177": 0.5,
@@ -5655,16 +5900,26 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0540",
           "purpose": "jev_claim",
-          "questions": {
+          "claims": {
             "claim0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"50759353ece00982e\":\"Synthetic fixture value 251\",\"f1cd4cfc8eb6f9617\":\"Synthetic fixture value 252\",\"defer\":\"Synthetic fixture value 253\",\"new\":\"Synthetic fixture value 254\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"50759353ece00982e\":\"Synthetic fixture value 251\",\"f1cd4cfc8eb6f9617\":\"Synthetic fixture value 252\",\"defer\":\"Synthetic fixture value 253\",\"new\":\"Synthetic fixture value 254\"}}",
+              "options": [
+                "50759353ece00982e",
+                "f1cd4cfc8eb6f9617",
+                "defer",
+                "new"
+              ]
             },
             "claim1": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"50759353ece00982e\":\"Synthetic fixture value 255\",\"f1cd4cfc8eb6f9617\":\"Synthetic fixture value 256\",\"defer\":\"Synthetic fixture value 257\",\"new\":\"Synthetic fixture value 258\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"50759353ece00982e\":\"Synthetic fixture value 255\",\"f1cd4cfc8eb6f9617\":\"Synthetic fixture value 256\",\"defer\":\"Synthetic fixture value 257\",\"new\":\"Synthetic fixture value 258\"}}",
+              "options": [
+                "50759353ece00982e",
+                "f1cd4cfc8eb6f9617",
+                "defer",
+                "new"
+              ]
             }
           }
         }
@@ -5706,9 +5961,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0540",
           "purpose": "jev_claim",
-          "answers": {
+          "evaluations": {
             "claim0": {
-              "type": "choice",
               "choice": "f1cd4cfc8eb6f9617",
               "probabilities": {
                 "50759353ece00982e": 0.5,
@@ -5719,7 +5973,6 @@
               "confidence": 0.75
             },
             "claim1": {
-              "type": "choice",
               "choice": "f1cd4cfc8eb6f9617",
               "probabilities": {
                 "50759353ece00982e": 0.5,
@@ -5781,21 +6034,30 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0546",
           "purpose": "jev_reflex",
-          "questions": {
+          "claims": {
             "50759353ece00982e": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 259\",\"include\":\"Synthetic fixture value 260\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 259\",\"include\":\"Synthetic fixture value 260\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "f1cd4cfc8eb6f9617": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 261\",\"include\":\"Synthetic fixture value 262\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 261\",\"include\":\"Synthetic fixture value 262\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "synthetic-identity-0177": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"synthetic-identity-0177\":\"Synthetic fixture value 263\",\"defer\":\"Synthetic fixture value 264\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 263\",\"defer\":\"Synthetic fixture value 264\"}}",
+              "options": [
+                "synthetic-identity-0177",
+                "defer"
+              ]
             }
           }
         }
@@ -5819,9 +6081,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0546",
           "purpose": "jev_reflex",
-          "answers": {
+          "evaluations": {
             "50759353ece00982e": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -5830,7 +6091,6 @@
               "confidence": 0.99
             },
             "f1cd4cfc8eb6f9617": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -5839,7 +6099,6 @@
               "confidence": 0.97
             },
             "synthetic-identity-0177": {
-              "type": "choice",
               "choice": "defer",
               "probabilities": {
                 "synthetic-identity-0177": 0.5,
@@ -5917,11 +6176,16 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0551",
           "purpose": "jev_claim",
-          "questions": {
+          "claims": {
             "claim0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"50759353ece00982e\":\"Synthetic fixture value 265\",\"f1cd4cfc8eb6f9617\":\"Synthetic fixture value 266\",\"defer\":\"Synthetic fixture value 267\",\"new\":\"Synthetic fixture value 268\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"50759353ece00982e\":\"Synthetic fixture value 265\",\"f1cd4cfc8eb6f9617\":\"Synthetic fixture value 266\",\"defer\":\"Synthetic fixture value 267\",\"new\":\"Synthetic fixture value 268\"}}",
+              "options": [
+                "50759353ece00982e",
+                "f1cd4cfc8eb6f9617",
+                "defer",
+                "new"
+              ]
             }
           }
         }
@@ -5963,9 +6227,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0551",
           "purpose": "jev_claim",
-          "answers": {
+          "evaluations": {
             "claim0": {
-              "type": "choice",
               "choice": "f1cd4cfc8eb6f9617",
               "probabilities": {
                 "50759353ece00982e": 0.5,
@@ -6027,21 +6290,30 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0557",
           "purpose": "jev_reflex",
-          "questions": {
+          "claims": {
             "50759353ece00982e": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 269\",\"include\":\"Synthetic fixture value 270\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 269\",\"include\":\"Synthetic fixture value 270\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "f1cd4cfc8eb6f9617": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 271\",\"include\":\"Synthetic fixture value 272\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 271\",\"include\":\"Synthetic fixture value 272\"}}",
+              "options": [
+                "defer",
+                "include"
+              ]
             },
             "synthetic-identity-0177": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"synthetic-identity-0177\":\"Synthetic fixture value 273\",\"defer\":\"Synthetic fixture value 274\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 273\",\"defer\":\"Synthetic fixture value 274\"}}",
+              "options": [
+                "synthetic-identity-0177",
+                "defer"
+              ]
             }
           }
         }
@@ -6065,9 +6337,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0557",
           "purpose": "jev_reflex",
-          "answers": {
+          "evaluations": {
             "50759353ece00982e": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -6076,7 +6347,6 @@
               "confidence": 0.99
             },
             "f1cd4cfc8eb6f9617": {
-              "type": "choice",
               "choice": "include",
               "probabilities": {
                 "defer": 0.5,
@@ -6085,7 +6355,6 @@
               "confidence": 0.99
             },
             "synthetic-identity-0177": {
-              "type": "choice",
               "choice": "synthetic-identity-0177",
               "probabilities": {
                 "synthetic-identity-0177": 0.5,
@@ -6844,16 +7113,26 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0597",
           "purpose": "jev_claim",
-          "questions": {
+          "claims": {
             "claim0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"50759353ece00982e\":\"Synthetic fixture value 278\",\"f1cd4cfc8eb6f9617\":\"Synthetic fixture value 279\",\"defer\":\"Synthetic fixture value 280\",\"new\":\"Synthetic fixture value 281\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"50759353ece00982e\":\"Synthetic fixture value 278\",\"f1cd4cfc8eb6f9617\":\"Synthetic fixture value 279\",\"defer\":\"Synthetic fixture value 280\",\"new\":\"Synthetic fixture value 281\"}}",
+              "options": [
+                "50759353ece00982e",
+                "f1cd4cfc8eb6f9617",
+                "defer",
+                "new"
+              ]
             },
             "claim1": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"50759353ece00982e\":\"Synthetic fixture value 282\",\"f1cd4cfc8eb6f9617\":\"Synthetic fixture value 283\",\"defer\":\"Synthetic fixture value 284\",\"new\":\"Synthetic fixture value 285\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"50759353ece00982e\":\"Synthetic fixture value 282\",\"f1cd4cfc8eb6f9617\":\"Synthetic fixture value 283\",\"defer\":\"Synthetic fixture value 284\",\"new\":\"Synthetic fixture value 285\"}}",
+              "options": [
+                "50759353ece00982e",
+                "f1cd4cfc8eb6f9617",
+                "defer",
+                "new"
+              ]
             }
           }
         }
@@ -6876,9 +7155,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0597",
           "purpose": "jev_claim",
-          "answers": {
+          "evaluations": {
             "claim0": {
-              "type": "choice",
               "choice": "50759353ece00982e",
               "probabilities": {
                 "50759353ece00982e": 0.5,
@@ -6889,7 +7167,6 @@
               "confidence": 0.41
             },
             "claim1": {
-              "type": "choice",
               "choice": "50759353ece00982e",
               "probabilities": {
                 "50759353ece00982e": 0.5,
diff --git a/web/frontend/e2e/fixtures/jev-history/live-protocol.jsonl b/web/frontend/e2e/fixtures/jev-history/live-protocol.jsonl
index cd62e9e6d..62fef0fe8 100644
--- a/web/frontend/e2e/fixtures/jev-history/live-protocol.jsonl
+++ b/web/frontend/e2e/fixtures/jev-history/live-protocol.jsonl
@@ -1,41 +1,41 @@
 {"payload":{"event":{"id":"synthetic-identity-0440","emittedAt":"2000-01-01T00:01:11Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"1","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","segmentId":"synthetic-identity-0439","boundaryId":"0e8e63f7d7d72bd9513f6d95fa6f0888b24347151eeea2b367783f94d2cdbcbf","boundary":{"reason":"no_reflex"}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0442","emittedAt":"2000-01-01T00:01:12Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"2","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"e8450db0ad4378764558885126ee5a0d479108f6f9e39a4e01fa0e480929e73a","decisionRequest":{"requestId":"synthetic-identity-0441","purpose":"jev_claim","questions":{"claim0":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 1\",\"e41e913501b8667ec\":\"Synthetic fixture value 2\",\"0894c800598969656\":\"Synthetic fixture value 3\",\"defer\":\"Synthetic fixture value 4\",\"new\":\"Synthetic fixture value 5\"}"}}}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0443","emittedAt":"2000-01-01T00:01:13Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"3","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"e8450db0ad4378764558885126ee5a0d479108f6f9e39a4e01fa0e480929e73a","decisionResult":{"requestId":"synthetic-identity-0441","purpose":"jev_claim","answers":{"claim0":{"type":"choice","choice":"0894c800598969656","probabilities":{"60ef6ba0a24d6d54a":0.5,"e41e913501b8667ec":0.5,"0894c800598969656":0.5,"defer":0.5,"new":0.5},"confidence":0.21}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0442","emittedAt":"2000-01-01T00:01:12Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"2","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"e8450db0ad4378764558885126ee5a0d479108f6f9e39a4e01fa0e480929e73a","decisionRequest":{"requestId":"synthetic-identity-0441","purpose":"jev_claim","claims":{"claim0":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 1\",\"e41e913501b8667ec\":\"Synthetic fixture value 2\",\"0894c800598969656\":\"Synthetic fixture value 3\",\"defer\":\"Synthetic fixture value 4\",\"new\":\"Synthetic fixture value 5\"}}","options":["60ef6ba0a24d6d54a","e41e913501b8667ec","0894c800598969656","defer","new"]}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0443","emittedAt":"2000-01-01T00:01:13Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"3","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"e8450db0ad4378764558885126ee5a0d479108f6f9e39a4e01fa0e480929e73a","decisionResult":{"requestId":"synthetic-identity-0441","purpose":"jev_claim","evaluations":{"claim0":{"choice":"0894c800598969656","probabilities":{"60ef6ba0a24d6d54a":0.5,"e41e913501b8667ec":0.5,"0894c800598969656":0.5,"defer":0.5,"new":0.5},"confidence":0.21}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0444","emittedAt":"2000-01-01T00:01:14Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"4","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"e8450db0ad4378764558885126ee5a0d479108f6f9e39a4e01fa0e480929e73a","claimId":"0894c800598969656","libraryChange":{"state":"compiling"}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0446","emittedAt":"2000-01-01T00:01:15Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"5","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"e8450db0ad4378764558885126ee5a0d479108f6f9e39a4e01fa0e480929e73a","claimId":"0894c800598969656","decisionRequest":{"requestId":"synthetic-identity-0445","purpose":"jev_reflex","questions":{"60ef6ba0a24d6d54a":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"defer\":\"Synthetic fixture value 6\",\"include\":\"Synthetic fixture value 7\"}"},"e41e913501b8667ec":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"defer\":\"Synthetic fixture value 8\",\"include\":\"Synthetic fixture value 9\"}"},"0894c800598969656":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"defer\":\"Synthetic fixture value 10\",\"include\":\"Synthetic fixture value 11\"}"},"synthetic-identity-0177":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"synthetic-identity-0177\":\"Synthetic fixture value 12\",\"defer\":\"Synthetic fixture value 13\"}"}}}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0447","emittedAt":"2000-01-01T00:01:16Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"6","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"e8450db0ad4378764558885126ee5a0d479108f6f9e39a4e01fa0e480929e73a","claimId":"0894c800598969656","decisionResult":{"requestId":"synthetic-identity-0445","purpose":"jev_reflex","answers":{"60ef6ba0a24d6d54a":{"type":"choice","choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":1},"e41e913501b8667ec":{"type":"choice","choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":1},"0894c800598969656":{"type":"choice","choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.99},"synthetic-identity-0177":{"type":"choice","choice":"defer","probabilities":{"synthetic-identity-0177":0.5,"defer":0.5},"confidence":0.77}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0446","emittedAt":"2000-01-01T00:01:15Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"5","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"e8450db0ad4378764558885126ee5a0d479108f6f9e39a4e01fa0e480929e73a","claimId":"0894c800598969656","decisionRequest":{"requestId":"synthetic-identity-0445","purpose":"jev_reflex","claims":{"60ef6ba0a24d6d54a":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 6\",\"include\":\"Synthetic fixture value 7\"}}","options":["defer","include"]},"e41e913501b8667ec":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 8\",\"include\":\"Synthetic fixture value 9\"}}","options":["defer","include"]},"0894c800598969656":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 10\",\"include\":\"Synthetic fixture value 11\"}}","options":["defer","include"]},"synthetic-identity-0177":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 12\",\"defer\":\"Synthetic fixture value 13\"}}","options":["synthetic-identity-0177","defer"]}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0447","emittedAt":"2000-01-01T00:01:16Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"6","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"e8450db0ad4378764558885126ee5a0d479108f6f9e39a4e01fa0e480929e73a","claimId":"0894c800598969656","decisionResult":{"requestId":"synthetic-identity-0445","purpose":"jev_reflex","evaluations":{"60ef6ba0a24d6d54a":{"choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":1},"e41e913501b8667ec":{"choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":1},"0894c800598969656":{"choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.99},"synthetic-identity-0177":{"choice":"defer","probabilities":{"synthetic-identity-0177":0.5,"defer":0.5},"confidence":0.77}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0448","emittedAt":"2000-01-01T00:01:17Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"7","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"e8450db0ad4378764558885126ee5a0d479108f6f9e39a4e01fa0e480929e73a","claimId":"0894c800598969656","libraryChange":{"state":"deferred"}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0449","emittedAt":"2000-01-01T00:01:17Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"8","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"e8450db0ad4378764558885126ee5a0d479108f6f9e39a4e01fa0e480929e73a","libraryChange":{"state":"settled"}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0452","emittedAt":"2000-01-01T00:01:18Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"9","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"546a330bba90da5f2b0939585b9b31469185d6d74735da682cf5ff45dd52ce8d","decisionRequest":{"requestId":"synthetic-identity-0451","purpose":"jev_claim","questions":{"claim0":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 14\",\"e41e913501b8667ec\":\"Synthetic fixture value 15\",\"0894c800598969656\":\"Synthetic fixture value 16\",\"defer\":\"Synthetic fixture value 17\",\"new\":\"Synthetic fixture value 18\"}"},"claim1":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 19\",\"e41e913501b8667ec\":\"Synthetic fixture value 20\",\"0894c800598969656\":\"Synthetic fixture value 21\",\"defer\":\"Synthetic fixture value 22\",\"new\":\"Synthetic fixture value 23\"}"}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0452","emittedAt":"2000-01-01T00:01:18Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"9","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"546a330bba90da5f2b0939585b9b31469185d6d74735da682cf5ff45dd52ce8d","decisionRequest":{"requestId":"synthetic-identity-0451","purpose":"jev_claim","claims":{"claim0":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 14\",\"e41e913501b8667ec\":\"Synthetic fixture value 15\",\"0894c800598969656\":\"Synthetic fixture value 16\",\"defer\":\"Synthetic fixture value 17\",\"new\":\"Synthetic fixture value 18\"}}","options":["60ef6ba0a24d6d54a","e41e913501b8667ec","0894c800598969656","defer","new"]},"claim1":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 19\",\"e41e913501b8667ec\":\"Synthetic fixture value 20\",\"0894c800598969656\":\"Synthetic fixture value 21\",\"defer\":\"Synthetic fixture value 22\",\"new\":\"Synthetic fixture value 23\"}}","options":["60ef6ba0a24d6d54a","e41e913501b8667ec","0894c800598969656","defer","new"]}}}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0453","emittedAt":"2000-01-01T00:01:18Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"10","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","segmentId":"synthetic-identity-0450","boundaryId":"a1d5117cfbf02f656f43229a4492f1857e35301985521d93fe18c27d4c231f45","boundary":{"reason":"no_reflex"}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0454","emittedAt":"2000-01-01T00:01:19Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"11","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"546a330bba90da5f2b0939585b9b31469185d6d74735da682cf5ff45dd52ce8d","decisionResult":{"requestId":"synthetic-identity-0451","purpose":"jev_claim","answers":{"claim0":{"type":"choice","choice":"0894c800598969656","probabilities":{"60ef6ba0a24d6d54a":0.5,"e41e913501b8667ec":0.5,"0894c800598969656":0.5,"defer":0.5,"new":0.5},"confidence":0.2},"claim1":{"type":"choice","choice":"0894c800598969656","probabilities":{"60ef6ba0a24d6d54a":0.5,"e41e913501b8667ec":0.5,"0894c800598969656":0.5,"defer":0.5,"new":0.5},"confidence":0.22}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0454","emittedAt":"2000-01-01T00:01:19Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"11","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"546a330bba90da5f2b0939585b9b31469185d6d74735da682cf5ff45dd52ce8d","decisionResult":{"requestId":"synthetic-identity-0451","purpose":"jev_claim","evaluations":{"claim0":{"choice":"0894c800598969656","probabilities":{"60ef6ba0a24d6d54a":0.5,"e41e913501b8667ec":0.5,"0894c800598969656":0.5,"defer":0.5,"new":0.5},"confidence":0.2},"claim1":{"choice":"0894c800598969656","probabilities":{"60ef6ba0a24d6d54a":0.5,"e41e913501b8667ec":0.5,"0894c800598969656":0.5,"defer":0.5,"new":0.5},"confidence":0.22}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0455","emittedAt":"2000-01-01T00:01:20Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"12","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"546a330bba90da5f2b0939585b9b31469185d6d74735da682cf5ff45dd52ce8d","claimId":"0894c800598969656","libraryChange":{"state":"compiling"}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0457","emittedAt":"2000-01-01T00:01:21Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"13","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"546a330bba90da5f2b0939585b9b31469185d6d74735da682cf5ff45dd52ce8d","claimId":"0894c800598969656","decisionRequest":{"requestId":"synthetic-identity-0456","purpose":"jev_reflex","questions":{"60ef6ba0a24d6d54a":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"defer\":\"Synthetic fixture value 24\",\"include\":\"Synthetic fixture value 25\"}"},"e41e913501b8667ec":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"defer\":\"Synthetic fixture value 26\",\"include\":\"Synthetic fixture value 27\"}"},"0894c800598969656":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"defer\":\"Synthetic fixture value 28\",\"include\":\"Synthetic fixture value 29\"}"},"synthetic-identity-0177":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"synthetic-identity-0177\":\"Synthetic fixture value 30\",\"defer\":\"Synthetic fixture value 31\"}"}}}}}}}
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 {"payload":{"event":{"id":"synthetic-identity-0459","emittedAt":"2000-01-01T00:01:22Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"14","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","segmentId":"synthetic-identity-0458","boundaryId":"9ebb10b398ed3bfeebdfd95b7005f987b925a937b17f08ef02d717c7c1c9ed28","boundary":{"reason":"no_reflex"}}}}}
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-{"payload":{"event":{"id":"synthetic-identity-0480","emittedAt":"2000-01-01T00:01:36Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"30","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"f1a7a37301dc399d5a33a970daa722f9872e62c5d7eb064c5f2c1e0e12f475e4","claimId":"60ef6ba0a24d6d54a","decisionResult":{"requestId":"synthetic-identity-0478","purpose":"jev_reflex","answers":{"60ef6ba0a24d6d54a":{"type":"choice","choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.99},"e41e913501b8667ec":{"type":"choice","choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.99},"0894c800598969656":{"type":"choice","choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":1},"synthetic-identity-0177":{"type":"choice","choice":"defer","probabilities":{"synthetic-identity-0177":0.5,"defer":0.5},"confidence":0.21}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0479","emittedAt":"2000-01-01T00:01:35Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"29","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"f1a7a37301dc399d5a33a970daa722f9872e62c5d7eb064c5f2c1e0e12f475e4","claimId":"60ef6ba0a24d6d54a","decisionRequest":{"requestId":"synthetic-identity-0478","purpose":"jev_reflex","claims":{"60ef6ba0a24d6d54a":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 60\",\"include\":\"Synthetic fixture value 61\"}}","options":["defer","include"]},"e41e913501b8667ec":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 62\",\"include\":\"Synthetic fixture value 63\"}}","options":["defer","include"]},"0894c800598969656":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 64\",\"include\":\"Synthetic fixture value 65\"}}","options":["defer","include"]},"synthetic-identity-0177":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 66\",\"defer\":\"Synthetic fixture value 67\"}}","options":["synthetic-identity-0177","defer"]}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0480","emittedAt":"2000-01-01T00:01:36Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"30","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"f1a7a37301dc399d5a33a970daa722f9872e62c5d7eb064c5f2c1e0e12f475e4","claimId":"60ef6ba0a24d6d54a","decisionResult":{"requestId":"synthetic-identity-0478","purpose":"jev_reflex","evaluations":{"60ef6ba0a24d6d54a":{"choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.99},"e41e913501b8667ec":{"choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.99},"0894c800598969656":{"choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":1},"synthetic-identity-0177":{"choice":"defer","probabilities":{"synthetic-identity-0177":0.5,"defer":0.5},"confidence":0.21}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0481","emittedAt":"2000-01-01T00:01:37Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"31","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"f1a7a37301dc399d5a33a970daa722f9872e62c5d7eb064c5f2c1e0e12f475e4","claimId":"60ef6ba0a24d6d54a","libraryChange":{"state":"deferred"}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0482","emittedAt":"2000-01-01T00:01:37Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"32","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"f1a7a37301dc399d5a33a970daa722f9872e62c5d7eb064c5f2c1e0e12f475e4","libraryChange":{"state":"settled"}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0484","emittedAt":"2000-01-01T00:01:37Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"33","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"de1945b5b1aa8afa5a7c5ef1f828972878974dc8b76ce6faf02df22f27b9b9a8","decisionRequest":{"requestId":"synthetic-identity-0483","purpose":"jev_claim","questions":{"claim0":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 68\",\"e41e913501b8667ec\":\"Synthetic fixture value 69\",\"0894c800598969656\":\"Synthetic fixture value 70\",\"defer\":\"Synthetic fixture value 71\",\"new\":\"Synthetic fixture value 72\"}"}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0484","emittedAt":"2000-01-01T00:01:37Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"33","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"de1945b5b1aa8afa5a7c5ef1f828972878974dc8b76ce6faf02df22f27b9b9a8","decisionRequest":{"requestId":"synthetic-identity-0483","purpose":"jev_claim","claims":{"claim0":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 68\",\"e41e913501b8667ec\":\"Synthetic fixture value 69\",\"0894c800598969656\":\"Synthetic fixture value 70\",\"defer\":\"Synthetic fixture value 71\",\"new\":\"Synthetic fixture value 72\"}}","options":["60ef6ba0a24d6d54a","e41e913501b8667ec","0894c800598969656","defer","new"]}}}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0486","emittedAt":"2000-01-01T00:01:38Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"34","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","segmentId":"synthetic-identity-0485","boundaryId":"912a25035dc319eba8d445be2ebdb6b5014056b071971b4ce93f3c05fcb748d2","boundary":{"reason":"no_reflex"}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0487","emittedAt":"2000-01-01T00:01:39Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"35","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"de1945b5b1aa8afa5a7c5ef1f828972878974dc8b76ce6faf02df22f27b9b9a8","decisionResult":{"requestId":"synthetic-identity-0483","purpose":"jev_claim","answers":{"claim0":{"type":"choice","choice":"60ef6ba0a24d6d54a","probabilities":{"60ef6ba0a24d6d54a":0.5,"e41e913501b8667ec":0.5,"0894c800598969656":0.5,"defer":0.5,"new":0.5},"confidence":0.6}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0487","emittedAt":"2000-01-01T00:01:39Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"35","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"de1945b5b1aa8afa5a7c5ef1f828972878974dc8b76ce6faf02df22f27b9b9a8","decisionResult":{"requestId":"synthetic-identity-0483","purpose":"jev_claim","evaluations":{"claim0":{"choice":"60ef6ba0a24d6d54a","probabilities":{"60ef6ba0a24d6d54a":0.5,"e41e913501b8667ec":0.5,"0894c800598969656":0.5,"defer":0.5,"new":0.5},"confidence":0.6}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0488","emittedAt":"2000-01-01T00:01:40Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"36","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"de1945b5b1aa8afa5a7c5ef1f828972878974dc8b76ce6faf02df22f27b9b9a8","claimId":"60ef6ba0a24d6d54a","libraryChange":{"state":"compiling"}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0490","emittedAt":"2000-01-01T00:01:40Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"37","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"de1945b5b1aa8afa5a7c5ef1f828972878974dc8b76ce6faf02df22f27b9b9a8","claimId":"60ef6ba0a24d6d54a","decisionRequest":{"requestId":"synthetic-identity-0489","purpose":"jev_reflex","questions":{"60ef6ba0a24d6d54a":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"defer\":\"Synthetic fixture value 73\",\"include\":\"Synthetic fixture value 74\"}"},"e41e913501b8667ec":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"defer\":\"Synthetic fixture value 75\",\"include\":\"Synthetic fixture value 76\"}"},"0894c800598969656":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"defer\":\"Synthetic fixture value 77\",\"include\":\"Synthetic fixture value 78\"}"},"synthetic-identity-0177":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"synthetic-identity-0177\":\"Synthetic fixture value 79\",\"defer\":\"Synthetic fixture value 80\"}"}}}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0491","emittedAt":"2000-01-01T00:01:41Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"38","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"de1945b5b1aa8afa5a7c5ef1f828972878974dc8b76ce6faf02df22f27b9b9a8","claimId":"60ef6ba0a24d6d54a","decisionResult":{"requestId":"synthetic-identity-0489","purpose":"jev_reflex","answers":{"60ef6ba0a24d6d54a":{"type":"choice","choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.99},"e41e913501b8667ec":{"type":"choice","choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":1},"0894c800598969656":{"type":"choice","choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":1},"synthetic-identity-0177":{"type":"choice","choice":"synthetic-identity-0177","probabilities":{"synthetic-identity-0177":0.5,"defer":0.5},"confidence":0.32}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0490","emittedAt":"2000-01-01T00:01:40Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"37","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"de1945b5b1aa8afa5a7c5ef1f828972878974dc8b76ce6faf02df22f27b9b9a8","claimId":"60ef6ba0a24d6d54a","decisionRequest":{"requestId":"synthetic-identity-0489","purpose":"jev_reflex","claims":{"60ef6ba0a24d6d54a":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 73\",\"include\":\"Synthetic fixture value 74\"}}","options":["defer","include"]},"e41e913501b8667ec":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 75\",\"include\":\"Synthetic fixture value 76\"}}","options":["defer","include"]},"0894c800598969656":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 77\",\"include\":\"Synthetic fixture value 78\"}}","options":["defer","include"]},"synthetic-identity-0177":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 79\",\"defer\":\"Synthetic fixture value 80\"}}","options":["synthetic-identity-0177","defer"]}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0491","emittedAt":"2000-01-01T00:01:41Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"38","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"de1945b5b1aa8afa5a7c5ef1f828972878974dc8b76ce6faf02df22f27b9b9a8","claimId":"60ef6ba0a24d6d54a","decisionResult":{"requestId":"synthetic-identity-0489","purpose":"jev_reflex","evaluations":{"60ef6ba0a24d6d54a":{"choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.99},"e41e913501b8667ec":{"choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":1},"0894c800598969656":{"choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":1},"synthetic-identity-0177":{"choice":"synthetic-identity-0177","probabilities":{"synthetic-identity-0177":0.5,"defer":0.5},"confidence":0.32}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0493","emittedAt":"2000-01-01T00:01:42Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"39","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"de1945b5b1aa8afa5a7c5ef1f828972878974dc8b76ce6faf02df22f27b9b9a8","claimId":"60ef6ba0a24d6d54a","generation":{"kind":"reflex_llm","state":"started","requestId":"synthetic-identity-0492","requestedEffort":"none"}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0495","emittedAt":"2000-01-01T00:01:42Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"40","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"de1945b5b1aa8afa5a7c5ef1f828972878974dc8b76ce6faf02df22f27b9b9a8","claimId":"60ef6ba0a24d6d54a","generation":{"kind":"compiler_round","state":"started","requestId":"synthetic-identity-0494","attempt":1,"parentRequestId":"synthetic-identity-0492","phase":"compilation"}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0496","emittedAt":"2000-01-01T00:01:43Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"41","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"de1945b5b1aa8afa5a7c5ef1f828972878974dc8b76ce6faf02df22f27b9b9a8","claimId":"60ef6ba0a24d6d54a","generation":{"kind":"compiler_round","state":"finished","output":"[]","elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"cache_miss":"1000","cache_read":"1000","cache_write":"1000"}},"requestId":"synthetic-identity-0494","attempt":1,"parentRequestId":"synthetic-identity-0492","phase":"compilation"}}}}}
@@ -59,85 +59,85 @@
 {"payload":{"event":{"id":"synthetic-identity-0521","emittedAt":"2000-01-01T00:01:50Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"59","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"de1945b5b1aa8afa5a7c5ef1f828972878974dc8b76ce6faf02df22f27b9b9a8","claimId":"60ef6ba0a24d6d54a","generation":{"kind":"reflex_llm","state":"finished","output":"[]","elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"cache_miss":"1000","cache_read":"1000","cache_write":"1000","requests":"1"}},"requestId":"synthetic-identity-0492","requestedEffort":"none"}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0522","emittedAt":"2000-01-01T00:01:51Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"60","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"57176efb422ed5661ef077b8b453b42895028b8249101e4acaae59b4e5ad9974","libraryChange":{"state":"reflex_candidate","reflex":{"id":"synthetic-identity-0280","when":"Synthetic fixture when 81","decide":"Use the synthetic fixture inputs and defer when they are absent.","observe":"js:function(context, args) {\n  args = args || {};\n  var missing = [];\n  if (!args.url) missing.push(\"url\");\n  if (!args.session) missing.push(\"session\");\n  if (!args.term) missing.push(\"term\");\n  if (!args.input_selector) missing.push(\"input_selector\");\n  if (!args.submit_selector) missing.push(\"submit_selector\");\n  if (missing.length) return {defer: \"missing current arguments\", parameters: \"url, session, term, input_selector, submit_selector\"};\n  var session = args.session;\n  var term = String(args.term);\n  var inSel = String(args.input_selector);\n  var btnSel = String(args.submit_selector);\n  var prefix = (args.receipt_prefix == null) ? \"Receipt: \" : String(args.receipt_prefix);\n\n  function snap(data) {\n    if (!data || !data.elements) return null;\n    return data.elements;\n  }\n  function findIdx(elements) {\n    if (!elements) return -1;\n    for (var i = 0; i < elements.length; i++) {\n      var t = elements[i].text;\n      if (t && t.indexOf(prefix) === 0) return i;\n    }\n    return -1;\n  }\n  function reportFor(elements, hostCall) {\n    var idx = findIdx(elements);\n    if (idx < 0) return null;\n    return {report: {evidence: hostCall, path: [\"data\", \"elements\", idx, \"text\"]}};\n  }\n\n  var hostCall = null;\n  var elements = null;\n  var opened = false;\n  var filled = false;\n  var clicked = false;\n  var anySnapshot = false;\n  var postClickSnapshot = false;\n\n  var hist = context.history || [];\n  for (var h = 0; h < hist.length; h++) {\n    var rec = hist[h];\n    if (rec.name !== \"bash\") continue;\n    var av = (rec.decoded_argv || []).slice();\n    if (av[0] !== \"playwright\") continue;\n    var sub = av[1];\n    if (sub === \"open\" && av[2] === args.url && av.indexOf(\"--session\") >= 0) { opened = true; }\n    if (sub === \"fill\" && av[2] === session && av[3] === inSel && av[4] === term) { filled = true; }\n    if (sub === \"click\" && av[2] === session && av[3] === btnSel) { clicked = true; }\n    if (sub === \"snapshot\" && av[2] === session && rec.data) {\n      elements = snap(rec.data);\n      if (rec.call_id) hostCall = rec.call_id;\n      anySnapshot = true;\n      if (clicked) postClickSnapshot = true;\n    }\n  }\n\n  if (clicked && postClickSnapshot && elements) {\n    var done = reportFor(elements, hostCall);\n    if (done) return done;\n  }\n\n  if (!opened) {\n    var o = execute({name: \"bash\", arguments: {command: command(\"playwright\", [\"open\", args.url, \"--session\", session])}, read: false, step: \"open\", occurrence: 0});\n    if (o && o.is_error) return {defer: \"open failed: \" + (o.text || \"unknown\")};\n  }\n\n  if (!anySnapshot) {\n    var s1 = execute({name: \"bash\", arguments: {command: command(\"playwright\", [\"snapshot\", session, \"--json\"])}, read: true});\n    if (s1 && s1.call_id) hostCall = s1.call_id;\n    elements = snap(s1 && s1.data);\n  }\n\n  if (!filled) {\n    var f = execute({name: \"bash\", arguments: {command: command(\"playwright\", [\"fill\", session, inSel, term])}, read: false, step: \"fill\", occurrence: 0});\n    if (f && f.is_error) return {defer: \"fill failed: \" + (f.text || \"unknown\")};\n  }\n\n  if (!clicked) {\n    var c = execute({name: \"bash\", arguments: {command: command(\"playwright\", [\"click\", session, btnSel])}, read: false, step: \"click\", occurrence: 0});\n    if (c && c.is_error) return {defer: \"click failed: \" + (c.text || \"unknown\")};\n  }\n\n  if (!postClickSnapshot) {\n    var s2 = execute({name: \"bash\", arguments: {command: command(\"playwright\", [\"snapshot\", session, \"--json\"])}, read: true});\n    if (s2 && s2.call_id) hostCall = s2.call_id;\n    var e2 = snap(s2 && s2.data);\n    var p2 = reportFor(e2, hostCall);\n    if (p2) return p2;\n  }\n  return {defer: \"receipt not yet visible after submit\"};\n}","claimIds":["60ef6ba0a24d6d54a","e41e913501b8667ec","0894c800598969656"],"contracts":{"command:experiment":"abe25c89e23db76babe27845dc50808e179376d3e568d08bc7f62aa3c2d4b4be","command:jev":"9729b785e09bd242c2b73d15a336408ff05ee574472ae60963d071215585f4c2","command:playwright":"6a0b9da4a4cd5c8b6dce0937b4f0061c196ecfa2f4ab237cca4f3dd65743489a","helpers":"98aa22757269c3f695b8e3254b3cba7af0f196d29e5e05db58821ec7e43533db","tool:bash":"2efbb2e0f82e04e8fa7e605121b300db09945e5fb0624a2c25a7478d900599af"},"apiVersion":2,"qualificationJson":"null","manifestJson":"{\"parameters_schema\":null,\"steps\":{\"poll\":{\"contract\":\"Synthetic fixture value 82\",\"count_argument\":\"Synthetic fixture value 83\"},\"submit\":{\"contract\":\"Synthetic fixture value 84\",\"count\":1}}}","blocker":"Synthetic validation failure."},"reason":"Synthetic validation failure."}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0523","emittedAt":"2000-01-01T00:01:51Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"61","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"de1945b5b1aa8afa5a7c5ef1f828972878974dc8b76ce6faf02df22f27b9b9a8","libraryChange":{"state":"failed","reason":"Synthetic validation failure."}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0525","emittedAt":"2000-01-01T00:01:52Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"62","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"a219c53ea18cba0242bc1649658b4863bd2d8345f2cfa4547f373bac5dd89d60","decisionRequest":{"requestId":"synthetic-identity-0524","purpose":"jev_claim","questions":{"claim0":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 85\",\"e41e913501b8667ec\":\"Synthetic fixture value 86\",\"0894c800598969656\":\"Synthetic fixture value 87\",\"defer\":\"Synthetic fixture value 88\",\"new\":\"Synthetic fixture value 89\"}"}}}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0526","emittedAt":"2000-01-01T00:01:53Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"63","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"a219c53ea18cba0242bc1649658b4863bd2d8345f2cfa4547f373bac5dd89d60","decisionResult":{"requestId":"synthetic-identity-0524","purpose":"jev_claim","answers":{"claim0":{"type":"choice","choice":"60ef6ba0a24d6d54a","probabilities":{"60ef6ba0a24d6d54a":0.5,"e41e913501b8667ec":0.5,"0894c800598969656":0.5,"defer":0.5,"new":0.5},"confidence":0.56}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0525","emittedAt":"2000-01-01T00:01:52Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"62","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"a219c53ea18cba0242bc1649658b4863bd2d8345f2cfa4547f373bac5dd89d60","decisionRequest":{"requestId":"synthetic-identity-0524","purpose":"jev_claim","claims":{"claim0":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"60ef6ba0a24d6d54a\":\"Synthetic fixture value 85\",\"e41e913501b8667ec\":\"Synthetic fixture value 86\",\"0894c800598969656\":\"Synthetic fixture value 87\",\"defer\":\"Synthetic fixture value 88\",\"new\":\"Synthetic fixture value 89\"}}","options":["60ef6ba0a24d6d54a","e41e913501b8667ec","0894c800598969656","defer","new"]}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0526","emittedAt":"2000-01-01T00:01:53Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"63","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"a219c53ea18cba0242bc1649658b4863bd2d8345f2cfa4547f373bac5dd89d60","decisionResult":{"requestId":"synthetic-identity-0524","purpose":"jev_claim","evaluations":{"claim0":{"choice":"60ef6ba0a24d6d54a","probabilities":{"60ef6ba0a24d6d54a":0.5,"e41e913501b8667ec":0.5,"0894c800598969656":0.5,"defer":0.5,"new":0.5},"confidence":0.56}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0527","emittedAt":"2000-01-01T00:01:54Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"64","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"a219c53ea18cba0242bc1649658b4863bd2d8345f2cfa4547f373bac5dd89d60","claimId":"60ef6ba0a24d6d54a","libraryChange":{"state":"deferred","reason":"Synthetic validation failure."}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0528","emittedAt":"2000-01-01T00:01:54Z","sessionId":"synthetic-identity-0267","turnId":"synthetic-identity-0176","emitter":"jev","seq":"65","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"f583382237313631f5519abed834d69f6059da3f14958586a7833a81f329cfee","background":true,"boundaryId":"a219c53ea18cba0242bc1649658b4863bd2d8345f2cfa4547f373bac5dd89d60","libraryChange":{"state":"settled"}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0301","emittedAt":"2000-01-01T00:00:00Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"1","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","segmentId":"synthetic-identity-0300","boundaryId":"95532266eb0c742036cff79e5e74c3f1f688dbfd3b05a75aa1da2441e36245fb","boundary":{"reason":"no_reflex"}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0303","emittedAt":"2000-01-01T00:00:00Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"2","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e336b57242c1557d5f4c86f99d392ce572216c51669eab47ba9c6efb1996428c","decisionRequest":{"requestId":"synthetic-identity-0302","purpose":"jev_claim","questions":{"claim0":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"1eae434e55c440826\":\"Synthetic fixture value 90\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 91\",\"ec502a90451aaadd5\":\"Synthetic fixture value 92\",\"defer\":\"Synthetic fixture value 93\",\"new\":\"Synthetic fixture value 94\"}"}}}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0304","emittedAt":"2000-01-01T00:00:01Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"3","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e336b57242c1557d5f4c86f99d392ce572216c51669eab47ba9c6efb1996428c","decisionResult":{"requestId":"synthetic-identity-0302","purpose":"jev_claim","answers":{"claim0":{"type":"choice","choice":"1eae434e55c440826","probabilities":{"1eae434e55c440826":0.5,"8b7f9c05e25286b14":0.5,"ec502a90451aaadd5":0.5,"defer":0.5,"new":0.5},"confidence":0.33}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0303","emittedAt":"2000-01-01T00:00:00Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"2","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e336b57242c1557d5f4c86f99d392ce572216c51669eab47ba9c6efb1996428c","decisionRequest":{"requestId":"synthetic-identity-0302","purpose":"jev_claim","claims":{"claim0":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"1eae434e55c440826\":\"Synthetic fixture value 90\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 91\",\"ec502a90451aaadd5\":\"Synthetic fixture value 92\",\"defer\":\"Synthetic fixture value 93\",\"new\":\"Synthetic fixture value 94\"}}","options":["1eae434e55c440826","8b7f9c05e25286b14","ec502a90451aaadd5","defer","new"]}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0304","emittedAt":"2000-01-01T00:00:01Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"3","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e336b57242c1557d5f4c86f99d392ce572216c51669eab47ba9c6efb1996428c","decisionResult":{"requestId":"synthetic-identity-0302","purpose":"jev_claim","evaluations":{"claim0":{"choice":"1eae434e55c440826","probabilities":{"1eae434e55c440826":0.5,"8b7f9c05e25286b14":0.5,"ec502a90451aaadd5":0.5,"defer":0.5,"new":0.5},"confidence":0.33}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0305","emittedAt":"2000-01-01T00:00:02Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"4","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e336b57242c1557d5f4c86f99d392ce572216c51669eab47ba9c6efb1996428c","claimId":"1eae434e55c440826","libraryChange":{"state":"compiling"}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0307","emittedAt":"2000-01-01T00:00:03Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"5","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e336b57242c1557d5f4c86f99d392ce572216c51669eab47ba9c6efb1996428c","claimId":"1eae434e55c440826","decisionRequest":{"requestId":"synthetic-identity-0306","purpose":"jev_reflex","questions":{"1eae434e55c440826":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"defer\":\"Synthetic fixture value 95\",\"include\":\"Synthetic fixture value 96\"}"},"8b7f9c05e25286b14":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"defer\":\"Synthetic fixture value 97\",\"include\":\"Synthetic fixture value 98\"}"},"ec502a90451aaadd5":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"defer\":\"Synthetic fixture value 99\",\"include\":\"Synthetic fixture value 100\"}"},"synthetic-identity-0177":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"synthetic-identity-0177\":\"Synthetic fixture value 101\",\"defer\":\"Synthetic fixture value 102\"}"}}}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0308","emittedAt":"2000-01-01T00:00:04Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"6","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e336b57242c1557d5f4c86f99d392ce572216c51669eab47ba9c6efb1996428c","claimId":"1eae434e55c440826","decisionResult":{"requestId":"synthetic-identity-0306","purpose":"jev_reflex","answers":{"1eae434e55c440826":{"type":"choice","choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.98},"8b7f9c05e25286b14":{"type":"choice","choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.99},"ec502a90451aaadd5":{"type":"choice","choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":1},"synthetic-identity-0177":{"type":"choice","choice":"defer","probabilities":{"synthetic-identity-0177":0.5,"defer":0.5},"confidence":0.96}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0307","emittedAt":"2000-01-01T00:00:03Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"5","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e336b57242c1557d5f4c86f99d392ce572216c51669eab47ba9c6efb1996428c","claimId":"1eae434e55c440826","decisionRequest":{"requestId":"synthetic-identity-0306","purpose":"jev_reflex","claims":{"1eae434e55c440826":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 95\",\"include\":\"Synthetic fixture value 96\"}}","options":["defer","include"]},"8b7f9c05e25286b14":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 97\",\"include\":\"Synthetic fixture value 98\"}}","options":["defer","include"]},"ec502a90451aaadd5":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 99\",\"include\":\"Synthetic fixture value 100\"}}","options":["defer","include"]},"synthetic-identity-0177":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 101\",\"defer\":\"Synthetic fixture value 102\"}}","options":["synthetic-identity-0177","defer"]}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0308","emittedAt":"2000-01-01T00:00:04Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"6","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e336b57242c1557d5f4c86f99d392ce572216c51669eab47ba9c6efb1996428c","claimId":"1eae434e55c440826","decisionResult":{"requestId":"synthetic-identity-0306","purpose":"jev_reflex","evaluations":{"1eae434e55c440826":{"choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.98},"8b7f9c05e25286b14":{"choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.99},"ec502a90451aaadd5":{"choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":1},"synthetic-identity-0177":{"choice":"defer","probabilities":{"synthetic-identity-0177":0.5,"defer":0.5},"confidence":0.96}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0309","emittedAt":"2000-01-01T00:00:05Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"7","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e336b57242c1557d5f4c86f99d392ce572216c51669eab47ba9c6efb1996428c","claimId":"1eae434e55c440826","libraryChange":{"state":"deferred"}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0310","emittedAt":"2000-01-01T00:00:05Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"8","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e336b57242c1557d5f4c86f99d392ce572216c51669eab47ba9c6efb1996428c","libraryChange":{"state":"settled"}}}}}
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 {"payload":{"event":{"id":"synthetic-identity-0387","emittedAt":"2000-01-01T00:00:49Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"65","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"c8564bcd658a42b4cab131bd5929db0cdf64eb60bbec02fcde7f0d8069b29aee","claimId":"1eae434e55c440826","libraryChange":{"state":"compiling"}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0389","emittedAt":"2000-01-01T00:00:50Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"66","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"c8564bcd658a42b4cab131bd5929db0cdf64eb60bbec02fcde7f0d8069b29aee","claimId":"1eae434e55c440826","decisionRequest":{"requestId":"synthetic-identity-0388","purpose":"jev_reflex","questions":{"1eae434e55c440826":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"defer\":\"Synthetic fixture value 214\",\"include\":\"Synthetic fixture value 215\"}"},"8b7f9c05e25286b14":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"defer\":\"Synthetic fixture value 216\",\"include\":\"Synthetic fixture value 217\"}"},"ec502a90451aaadd5":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"defer\":\"Synthetic fixture value 218\",\"include\":\"Synthetic fixture value 219\"}"},"synthetic-identity-0177":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"synthetic-identity-0177\":\"Synthetic fixture value 220\",\"defer\":\"Synthetic fixture value 221\"}"}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0389","emittedAt":"2000-01-01T00:00:50Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"66","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"c8564bcd658a42b4cab131bd5929db0cdf64eb60bbec02fcde7f0d8069b29aee","claimId":"1eae434e55c440826","decisionRequest":{"requestId":"synthetic-identity-0388","purpose":"jev_reflex","claims":{"1eae434e55c440826":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 214\",\"include\":\"Synthetic fixture value 215\"}}","options":["defer","include"]},"8b7f9c05e25286b14":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 216\",\"include\":\"Synthetic fixture value 217\"}}","options":["defer","include"]},"ec502a90451aaadd5":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 218\",\"include\":\"Synthetic fixture value 219\"}}","options":["defer","include"]},"synthetic-identity-0177":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 220\",\"defer\":\"Synthetic fixture value 221\"}}","options":["synthetic-identity-0177","defer"]}}}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0391","emittedAt":"2000-01-01T00:00:51Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"67","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","segmentId":"synthetic-identity-0390","boundaryId":"1c2d4d5447617e34a0785f61acd535bec54e12eb22efdd94818df2579b288e52","boundary":{"reason":"no_reflex"}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0392","emittedAt":"2000-01-01T00:00:52Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"68","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"c8564bcd658a42b4cab131bd5929db0cdf64eb60bbec02fcde7f0d8069b29aee","claimId":"1eae434e55c440826","decisionResult":{"requestId":"synthetic-identity-0388","purpose":"jev_reflex","answers":{"1eae434e55c440826":{"type":"choice","choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.98},"8b7f9c05e25286b14":{"type":"choice","choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.99},"ec502a90451aaadd5":{"type":"choice","choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":1},"synthetic-identity-0177":{"type":"choice","choice":"defer","probabilities":{"synthetic-identity-0177":0.5,"defer":0.5},"confidence":0.16}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0392","emittedAt":"2000-01-01T00:00:52Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"68","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"c8564bcd658a42b4cab131bd5929db0cdf64eb60bbec02fcde7f0d8069b29aee","claimId":"1eae434e55c440826","decisionResult":{"requestId":"synthetic-identity-0388","purpose":"jev_reflex","evaluations":{"1eae434e55c440826":{"choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.98},"8b7f9c05e25286b14":{"choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.99},"ec502a90451aaadd5":{"choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":1},"synthetic-identity-0177":{"choice":"defer","probabilities":{"synthetic-identity-0177":0.5,"defer":0.5},"confidence":0.16}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0393","emittedAt":"2000-01-01T00:00:53Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"69","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"c8564bcd658a42b4cab131bd5929db0cdf64eb60bbec02fcde7f0d8069b29aee","claimId":"1eae434e55c440826","libraryChange":{"state":"deferred"}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0394","emittedAt":"2000-01-01T00:00:53Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"70","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"c8564bcd658a42b4cab131bd5929db0cdf64eb60bbec02fcde7f0d8069b29aee","libraryChange":{"state":"settled"}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0396","emittedAt":"2000-01-01T00:00:53Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"71","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e15613e101978f54b1af8584b8f47d433b0233ee240856a665fefa2864f8fbdc","decisionRequest":{"requestId":"synthetic-identity-0395","purpose":"jev_claim","questions":{"claim0":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"1eae434e55c440826\":\"Synthetic fixture value 222\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 223\",\"ec502a90451aaadd5\":\"Synthetic fixture value 224\",\"defer\":\"Synthetic fixture value 225\",\"new\":\"Synthetic fixture value 226\"}"}}}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0397","emittedAt":"2000-01-01T00:00:54Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"72","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e15613e101978f54b1af8584b8f47d433b0233ee240856a665fefa2864f8fbdc","decisionResult":{"requestId":"synthetic-identity-0395","purpose":"jev_claim","answers":{"claim0":{"type":"choice","choice":"1eae434e55c440826","probabilities":{"1eae434e55c440826":0.5,"8b7f9c05e25286b14":0.5,"ec502a90451aaadd5":0.5,"defer":0.5,"new":0.5},"confidence":0.4}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0396","emittedAt":"2000-01-01T00:00:53Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"71","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e15613e101978f54b1af8584b8f47d433b0233ee240856a665fefa2864f8fbdc","decisionRequest":{"requestId":"synthetic-identity-0395","purpose":"jev_claim","claims":{"claim0":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"1eae434e55c440826\":\"Synthetic fixture value 222\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 223\",\"ec502a90451aaadd5\":\"Synthetic fixture value 224\",\"defer\":\"Synthetic fixture value 225\",\"new\":\"Synthetic fixture value 226\"}}","options":["1eae434e55c440826","8b7f9c05e25286b14","ec502a90451aaadd5","defer","new"]}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0397","emittedAt":"2000-01-01T00:00:54Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"72","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e15613e101978f54b1af8584b8f47d433b0233ee240856a665fefa2864f8fbdc","decisionResult":{"requestId":"synthetic-identity-0395","purpose":"jev_claim","evaluations":{"claim0":{"choice":"1eae434e55c440826","probabilities":{"1eae434e55c440826":0.5,"8b7f9c05e25286b14":0.5,"ec502a90451aaadd5":0.5,"defer":0.5,"new":0.5},"confidence":0.4}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0398","emittedAt":"2000-01-01T00:00:55Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"73","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e15613e101978f54b1af8584b8f47d433b0233ee240856a665fefa2864f8fbdc","claimId":"1eae434e55c440826","libraryChange":{"state":"compiling"}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0400","emittedAt":"2000-01-01T00:00:56Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"74","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e15613e101978f54b1af8584b8f47d433b0233ee240856a665fefa2864f8fbdc","claimId":"1eae434e55c440826","decisionRequest":{"requestId":"synthetic-identity-0399","purpose":"jev_reflex","questions":{"1eae434e55c440826":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"defer\":\"Synthetic fixture value 227\",\"include\":\"Synthetic fixture value 228\"}"},"8b7f9c05e25286b14":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"defer\":\"Synthetic fixture value 229\",\"include\":\"Synthetic fixture value 230\"}"},"ec502a90451aaadd5":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"defer\":\"Synthetic fixture value 231\",\"include\":\"Synthetic fixture value 232\"}"},"synthetic-identity-0177":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"synthetic-identity-0177\":\"Synthetic fixture value 233\",\"defer\":\"Synthetic fixture value 234\"}"}}}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0401","emittedAt":"2000-01-01T00:00:57Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"75","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e15613e101978f54b1af8584b8f47d433b0233ee240856a665fefa2864f8fbdc","claimId":"1eae434e55c440826","decisionResult":{"requestId":"synthetic-identity-0399","purpose":"jev_reflex","answers":{"1eae434e55c440826":{"type":"choice","choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.98},"8b7f9c05e25286b14":{"type":"choice","choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":1},"ec502a90451aaadd5":{"type":"choice","choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.98},"synthetic-identity-0177":{"type":"choice","choice":"synthetic-identity-0177","probabilities":{"synthetic-identity-0177":0.5,"defer":0.5},"confidence":0.09}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0400","emittedAt":"2000-01-01T00:00:56Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"74","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e15613e101978f54b1af8584b8f47d433b0233ee240856a665fefa2864f8fbdc","claimId":"1eae434e55c440826","decisionRequest":{"requestId":"synthetic-identity-0399","purpose":"jev_reflex","claims":{"1eae434e55c440826":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 227\",\"include\":\"Synthetic fixture value 228\"}}","options":["defer","include"]},"8b7f9c05e25286b14":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 229\",\"include\":\"Synthetic fixture value 230\"}}","options":["defer","include"]},"ec502a90451aaadd5":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 231\",\"include\":\"Synthetic fixture value 232\"}}","options":["defer","include"]},"synthetic-identity-0177":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 233\",\"defer\":\"Synthetic fixture value 234\"}}","options":["synthetic-identity-0177","defer"]}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0401","emittedAt":"2000-01-01T00:00:57Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"75","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e15613e101978f54b1af8584b8f47d433b0233ee240856a665fefa2864f8fbdc","claimId":"1eae434e55c440826","decisionResult":{"requestId":"synthetic-identity-0399","purpose":"jev_reflex","evaluations":{"1eae434e55c440826":{"choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.98},"8b7f9c05e25286b14":{"choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":1},"ec502a90451aaadd5":{"choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.98},"synthetic-identity-0177":{"choice":"synthetic-identity-0177","probabilities":{"synthetic-identity-0177":0.5,"defer":0.5},"confidence":0.09}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0403","emittedAt":"2000-01-01T00:00:58Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"76","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e15613e101978f54b1af8584b8f47d433b0233ee240856a665fefa2864f8fbdc","claimId":"1eae434e55c440826","generation":{"kind":"reflex_llm","state":"started","requestId":"synthetic-identity-0402","requestedEffort":"none"}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0405","emittedAt":"2000-01-01T00:00:59Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"77","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e15613e101978f54b1af8584b8f47d433b0233ee240856a665fefa2864f8fbdc","claimId":"1eae434e55c440826","generation":{"kind":"compiler_round","state":"started","requestId":"synthetic-identity-0404","attempt":1,"parentRequestId":"synthetic-identity-0402","phase":"compilation"}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0406","emittedAt":"2000-01-01T00:01:00Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"78","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e15613e101978f54b1af8584b8f47d433b0233ee240856a665fefa2864f8fbdc","claimId":"1eae434e55c440826","generation":{"kind":"compiler_round","state":"finished","output":"[]","elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"cache_miss":"1000","cache_read":"1000","cache_write":"1000"}},"requestId":"synthetic-identity-0404","attempt":1,"parentRequestId":"synthetic-identity-0402","phase":"compilation"}}}}}
@@ -161,32 +161,32 @@
 {"payload":{"event":{"id":"synthetic-identity-0431","emittedAt":"2000-01-01T00:01:06Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"96","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e15613e101978f54b1af8584b8f47d433b0233ee240856a665fefa2864f8fbdc","claimId":"1eae434e55c440826","generation":{"kind":"reflex_llm","state":"finished","output":"[]","elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"cache_miss":"1000","cache_read":"1000","cache_write":"1000","requests":"1"}},"requestId":"synthetic-identity-0402","requestedEffort":"none"}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0432","emittedAt":"2000-01-01T00:01:07Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"97","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e15613e101978f54b1af8584b8f47d433b0233ee240856a665fefa2864f8fbdc","libraryChange":{"state":"reflex_candidate","reflex":{"id":"synthetic-identity-0279","when":"Synthetic fixture when 235","decide":"Use the synthetic fixture inputs and defer when they are absent.","observe":"js:function(context, args) {\n  args = args || {};\n  var missing = [];\n  if (!args.url) missing.push(\"url\");\n  if (!args.session) missing.push(\"session\");\n  if (!args.term) missing.push(\"term\");\n  if (!args.input_selector) missing.push(\"input_selector\");\n  if (!args.submit_selector) missing.push(\"submit_selector\");\n  if (missing.length) return {defer: \"missing current arguments\", parameters: \"url, session, term, input_selector, submit_selector\"};\n  var session = args.session;\n  var term = String(args.term);\n  var inSel = String(args.input_selector);\n  var btnSel = String(args.submit_selector);\n  var prefix = (args.receipt_prefix == null) ? \"Receipt: \" : String(args.receipt_prefix);\n\n  function snap(data) {\n    if (!data || !data.elements) return null;\n    return data.elements;\n  }\n  function findIdx(elements) {\n    if (!elements) return -1;\n    for (var i = 0; i < elements.length; i++) {\n      var t = elements[i].text;\n      if (t && t.indexOf(prefix) === 0) return i;\n    }\n    return -1;\n  }\n  function reportFor(elements, hostCall) {\n    var idx = findIdx(elements);\n    if (idx < 0) return null;\n    return {report: {evidence: hostCall, path: [\"data\", \"elements\", idx, \"text\"]}};\n  }\n\n  var hostCall = null;\n  var elements = null;\n  var opened = false;\n  var filled = false;\n  var clicked = false;\n  var anySnapshot = false;\n  var postClickSnapshot = false;\n\n  var hist = context.history || [];\n  for (var h = 0; h < hist.length; h++) {\n    var rec = hist[h];\n    if (rec.name !== \"bash\") continue;\n    var av = (rec.decoded_argv || []).slice();\n    if (av[0] !== \"playwright\") continue;\n    var sub = av[1];\n    if (sub === \"open\" && av[2] === args.url && av.indexOf(\"--session\") >= 0) { opened = true; }\n    if (sub === \"fill\" && av[2] === session && av[3] === inSel && av[4] === term) { filled = true; }\n    if (sub === \"click\" && av[2] === session && av[3] === btnSel) { clicked = true; }\n    if (sub === \"snapshot\" && av[2] === session && rec.data) {\n      elements = snap(rec.data);\n      if (rec.call_id) hostCall = rec.call_id;\n      anySnapshot = true;\n      if (clicked) postClickSnapshot = true;\n    }\n  }\n\n  if (clicked && postClickSnapshot && elements) {\n    var done = reportFor(elements, hostCall);\n    if (done) return done;\n  }\n\n  if (!opened) {\n    var o = execute({name: \"bash\", arguments: {command: command(\"playwright\", [\"open\", args.url, \"--session\", session])}, read: false, step: \"open\", occurrence: 0});\n    if (o && o.is_error) return {defer: \"open failed: \" + (o.text || \"unknown\")};\n  }\n\n  if (!anySnapshot) {\n    var s1 = execute({name: \"bash\", arguments: {command: command(\"playwright\", [\"snapshot\", session, \"--json\"])}, read: true});\n    if (s1 && s1.call_id) hostCall = s1.call_id;\n    elements = snap(s1 && s1.data);\n  }\n\n  if (!filled) {\n    var f = execute({name: \"bash\", arguments: {command: command(\"playwright\", [\"fill\", session, inSel, term])}, read: false, step: \"fill\", occurrence: 0});\n    if (f && f.is_error) return {defer: \"fill failed: \" + (f.text || \"unknown\")};\n  }\n\n  if (!clicked) {\n    var c = execute({name: \"bash\", arguments: {command: command(\"playwright\", [\"click\", session, btnSel])}, read: false, step: \"click\", occurrence: 0});\n    if (c && c.is_error) return {defer: \"click failed: \" + (c.text || \"unknown\")};\n  }\n\n  if (!postClickSnapshot) {\n    var s2 = execute({name: \"bash\", arguments: {command: command(\"playwright\", [\"snapshot\", session, \"--json\"])}, read: true});\n    if (s2 && s2.call_id) hostCall = s2.call_id;\n    var e2 = snap(s2 && s2.data);\n    var p2 = reportFor(e2, hostCall);\n    if (p2) return p2;\n  }\n  return {defer: \"receipt not yet visible after submit\"};\n}","claimIds":["1eae434e55c440826","8b7f9c05e25286b14","ec502a90451aaadd5"],"contracts":{"command:experiment":"abe25c89e23db76babe27845dc50808e179376d3e568d08bc7f62aa3c2d4b4be","command:jev":"9729b785e09bd242c2b73d15a336408ff05ee574472ae60963d071215585f4c2","command:playwright":"6a0b9da4a4cd5c8b6dce0937b4f0061c196ecfa2f4ab237cca4f3dd65743489a","helpers":"98aa22757269c3f695b8e3254b3cba7af0f196d29e5e05db58821ec7e43533db","tool:bash":"2efbb2e0f82e04e8fa7e605121b300db09945e5fb0624a2c25a7478d900599af"},"apiVersion":2,"qualificationJson":"null","manifestJson":"{\"parameters_schema\":null,\"steps\":{\"click\":{\"contract\":\"playwright\",\"count\":1},\"fill\":{\"contract\":\"playwright\",\"count\":1}}}","blocker":"Synthetic validation failure."},"reason":"Synthetic validation failure."}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0433","emittedAt":"2000-01-01T00:01:07Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"98","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"e15613e101978f54b1af8584b8f47d433b0233ee240856a665fefa2864f8fbdc","libraryChange":{"state":"failed","reason":"Synthetic validation failure."}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0435","emittedAt":"2000-01-01T00:01:08Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"99","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"06317c116e381ea87b4bf090f4e6c90434d3b4908a71402c7152b099b3287286","decisionRequest":{"requestId":"synthetic-identity-0434","purpose":"jev_claim","questions":{"claim0":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"1eae434e55c440826\":\"Synthetic fixture value 236\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 237\",\"ec502a90451aaadd5\":\"Synthetic fixture value 238\",\"defer\":\"Synthetic fixture value 239\",\"new\":\"Synthetic fixture value 240\"}"}}}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0436","emittedAt":"2000-01-01T00:01:09Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"100","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"06317c116e381ea87b4bf090f4e6c90434d3b4908a71402c7152b099b3287286","decisionResult":{"requestId":"synthetic-identity-0434","purpose":"jev_claim","answers":{"claim0":{"type":"choice","choice":"1eae434e55c440826","probabilities":{"1eae434e55c440826":0.5,"8b7f9c05e25286b14":0.5,"ec502a90451aaadd5":0.5,"defer":0.5,"new":0.5},"confidence":0.27}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0435","emittedAt":"2000-01-01T00:01:08Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"99","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"06317c116e381ea87b4bf090f4e6c90434d3b4908a71402c7152b099b3287286","decisionRequest":{"requestId":"synthetic-identity-0434","purpose":"jev_claim","claims":{"claim0":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"1eae434e55c440826\":\"Synthetic fixture value 236\",\"8b7f9c05e25286b14\":\"Synthetic fixture value 237\",\"ec502a90451aaadd5\":\"Synthetic fixture value 238\",\"defer\":\"Synthetic fixture value 239\",\"new\":\"Synthetic fixture value 240\"}}","options":["1eae434e55c440826","8b7f9c05e25286b14","ec502a90451aaadd5","defer","new"]}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0436","emittedAt":"2000-01-01T00:01:09Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"100","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"06317c116e381ea87b4bf090f4e6c90434d3b4908a71402c7152b099b3287286","decisionResult":{"requestId":"synthetic-identity-0434","purpose":"jev_claim","evaluations":{"claim0":{"choice":"1eae434e55c440826","probabilities":{"1eae434e55c440826":0.5,"8b7f9c05e25286b14":0.5,"ec502a90451aaadd5":0.5,"defer":0.5,"new":0.5},"confidence":0.27}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0437","emittedAt":"2000-01-01T00:01:10Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"101","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"06317c116e381ea87b4bf090f4e6c90434d3b4908a71402c7152b099b3287286","claimId":"1eae434e55c440826","libraryChange":{"state":"deferred","reason":"Synthetic validation failure."}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0438","emittedAt":"2000-01-01T00:01:10Z","sessionId":"synthetic-identity-0268","turnId":"synthetic-identity-0176","emitter":"jev","seq":"102","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"affa5bbdcd4df8cfeae22a794895c09155ea1a21b64db12489857bcc7bb7d408","background":true,"boundaryId":"06317c116e381ea87b4bf090f4e6c90434d3b4908a71402c7152b099b3287286","libraryChange":{"state":"settled"}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0530","emittedAt":"2000-01-01T00:01:55Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"1","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","segmentId":"synthetic-identity-0529","boundaryId":"c62b28944868eca92897309a73604df1cc0d6fdd0237024e0204ecdb5f7c314d","boundary":{"reason":"no_reflex"}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0532","emittedAt":"2000-01-01T00:01:56Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"2","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"d68b12c05a890264c242b8ea9d6cd06e78e7620014d1bee558f2fa2e081b847d","decisionRequest":{"requestId":"synthetic-identity-0531","purpose":"jev_claim","questions":{"claim0":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"50759353ece00982e\":\"Synthetic fixture value 241\",\"f1cd4cfc8eb6f9617\":\"Synthetic fixture value 242\",\"defer\":\"Synthetic fixture value 243\",\"new\":\"Synthetic fixture value 244\"}"}}}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0533","emittedAt":"2000-01-01T00:01:57Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"3","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"d68b12c05a890264c242b8ea9d6cd06e78e7620014d1bee558f2fa2e081b847d","decisionResult":{"requestId":"synthetic-identity-0531","purpose":"jev_claim","answers":{"claim0":{"type":"choice","choice":"f1cd4cfc8eb6f9617","probabilities":{"50759353ece00982e":0.5,"f1cd4cfc8eb6f9617":0.5,"defer":0.5,"new":0.5},"confidence":0.36}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0532","emittedAt":"2000-01-01T00:01:56Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"2","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"d68b12c05a890264c242b8ea9d6cd06e78e7620014d1bee558f2fa2e081b847d","decisionRequest":{"requestId":"synthetic-identity-0531","purpose":"jev_claim","claims":{"claim0":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"50759353ece00982e\":\"Synthetic fixture value 241\",\"f1cd4cfc8eb6f9617\":\"Synthetic fixture value 242\",\"defer\":\"Synthetic fixture value 243\",\"new\":\"Synthetic fixture value 244\"}}","options":["50759353ece00982e","f1cd4cfc8eb6f9617","defer","new"]}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0533","emittedAt":"2000-01-01T00:01:57Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"3","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"d68b12c05a890264c242b8ea9d6cd06e78e7620014d1bee558f2fa2e081b847d","decisionResult":{"requestId":"synthetic-identity-0531","purpose":"jev_claim","evaluations":{"claim0":{"choice":"f1cd4cfc8eb6f9617","probabilities":{"50759353ece00982e":0.5,"f1cd4cfc8eb6f9617":0.5,"defer":0.5,"new":0.5},"confidence":0.36}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0534","emittedAt":"2000-01-01T00:01:58Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"4","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"d68b12c05a890264c242b8ea9d6cd06e78e7620014d1bee558f2fa2e081b847d","claimId":"f1cd4cfc8eb6f9617","libraryChange":{"state":"compiling"}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0536","emittedAt":"2000-01-01T00:01:59Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"5","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"d68b12c05a890264c242b8ea9d6cd06e78e7620014d1bee558f2fa2e081b847d","claimId":"f1cd4cfc8eb6f9617","decisionRequest":{"requestId":"synthetic-identity-0535","purpose":"jev_reflex","questions":{"50759353ece00982e":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"defer\":\"Synthetic fixture value 245\",\"include\":\"Synthetic fixture value 246\"}"},"f1cd4cfc8eb6f9617":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"defer\":\"Synthetic fixture value 247\",\"include\":\"Synthetic fixture value 248\"}"},"synthetic-identity-0177":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"synthetic-identity-0177\":\"Synthetic fixture value 249\",\"defer\":\"Synthetic fixture value 250\"}"}}}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0537","emittedAt":"2000-01-01T00:02:00Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"6","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"d68b12c05a890264c242b8ea9d6cd06e78e7620014d1bee558f2fa2e081b847d","claimId":"f1cd4cfc8eb6f9617","decisionResult":{"requestId":"synthetic-identity-0535","purpose":"jev_reflex","answers":{"50759353ece00982e":{"type":"choice","choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.99},"f1cd4cfc8eb6f9617":{"type":"choice","choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.98},"synthetic-identity-0177":{"type":"choice","choice":"defer","probabilities":{"synthetic-identity-0177":0.5,"defer":0.5},"confidence":0.75}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0536","emittedAt":"2000-01-01T00:01:59Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"5","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"d68b12c05a890264c242b8ea9d6cd06e78e7620014d1bee558f2fa2e081b847d","claimId":"f1cd4cfc8eb6f9617","decisionRequest":{"requestId":"synthetic-identity-0535","purpose":"jev_reflex","claims":{"50759353ece00982e":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 245\",\"include\":\"Synthetic fixture value 246\"}}","options":["defer","include"]},"f1cd4cfc8eb6f9617":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 247\",\"include\":\"Synthetic fixture value 248\"}}","options":["defer","include"]},"synthetic-identity-0177":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 249\",\"defer\":\"Synthetic fixture value 250\"}}","options":["synthetic-identity-0177","defer"]}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0537","emittedAt":"2000-01-01T00:02:00Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"6","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"d68b12c05a890264c242b8ea9d6cd06e78e7620014d1bee558f2fa2e081b847d","claimId":"f1cd4cfc8eb6f9617","decisionResult":{"requestId":"synthetic-identity-0535","purpose":"jev_reflex","evaluations":{"50759353ece00982e":{"choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.99},"f1cd4cfc8eb6f9617":{"choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.98},"synthetic-identity-0177":{"choice":"defer","probabilities":{"synthetic-identity-0177":0.5,"defer":0.5},"confidence":0.75}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0538","emittedAt":"2000-01-01T00:02:01Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"7","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"d68b12c05a890264c242b8ea9d6cd06e78e7620014d1bee558f2fa2e081b847d","claimId":"f1cd4cfc8eb6f9617","libraryChange":{"state":"deferred"}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0539","emittedAt":"2000-01-01T00:02:01Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"8","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"d68b12c05a890264c242b8ea9d6cd06e78e7620014d1bee558f2fa2e081b847d","libraryChange":{"state":"settled"}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0541","emittedAt":"2000-01-01T00:02:02Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"9","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"7dcf4ea8737b0751121f248e74a3a73cb5a5a529301a5a7bb4c9308d1a02ca27","decisionRequest":{"requestId":"synthetic-identity-0540","purpose":"jev_claim","questions":{"claim0":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"50759353ece00982e\":\"Synthetic fixture value 251\",\"f1cd4cfc8eb6f9617\":\"Synthetic fixture value 252\",\"defer\":\"Synthetic fixture value 253\",\"new\":\"Synthetic fixture value 254\"}"},"claim1":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"50759353ece00982e\":\"Synthetic fixture value 255\",\"f1cd4cfc8eb6f9617\":\"Synthetic fixture value 256\",\"defer\":\"Synthetic fixture value 257\",\"new\":\"Synthetic fixture value 258\"}"}}}}}}}
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 {"payload":{"event":{"id":"synthetic-identity-0543","emittedAt":"2000-01-01T00:02:03Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"10","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","segmentId":"synthetic-identity-0542","boundaryId":"8cc1ae9b763dc05a3551255d7feeb9299a028483a902c3e66f29ddeda8728749","boundary":{"reason":"no_reflex"}}}}}
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+{"payload":{"event":{"id":"synthetic-identity-0544","emittedAt":"2000-01-01T00:02:04Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"11","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"7dcf4ea8737b0751121f248e74a3a73cb5a5a529301a5a7bb4c9308d1a02ca27","decisionResult":{"requestId":"synthetic-identity-0540","purpose":"jev_claim","evaluations":{"claim0":{"choice":"f1cd4cfc8eb6f9617","probabilities":{"50759353ece00982e":0.5,"f1cd4cfc8eb6f9617":0.5,"defer":0.5,"new":0.5},"confidence":0.75},"claim1":{"choice":"f1cd4cfc8eb6f9617","probabilities":{"50759353ece00982e":0.5,"f1cd4cfc8eb6f9617":0.5,"defer":0.5,"new":0.5},"confidence":0.78}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0545","emittedAt":"2000-01-01T00:02:05Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"12","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"7dcf4ea8737b0751121f248e74a3a73cb5a5a529301a5a7bb4c9308d1a02ca27","claimId":"f1cd4cfc8eb6f9617","libraryChange":{"state":"compiling"}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0547","emittedAt":"2000-01-01T00:02:06Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"13","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"7dcf4ea8737b0751121f248e74a3a73cb5a5a529301a5a7bb4c9308d1a02ca27","claimId":"f1cd4cfc8eb6f9617","decisionRequest":{"requestId":"synthetic-identity-0546","purpose":"jev_reflex","questions":{"50759353ece00982e":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"defer\":\"Synthetic fixture value 259\",\"include\":\"Synthetic fixture value 260\"}"},"f1cd4cfc8eb6f9617":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"defer\":\"Synthetic fixture value 261\",\"include\":\"Synthetic fixture value 262\"}"},"synthetic-identity-0177":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"synthetic-identity-0177\":\"Synthetic fixture value 263\",\"defer\":\"Synthetic fixture value 264\"}"}}}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0548","emittedAt":"2000-01-01T00:02:07Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"14","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"7dcf4ea8737b0751121f248e74a3a73cb5a5a529301a5a7bb4c9308d1a02ca27","claimId":"f1cd4cfc8eb6f9617","decisionResult":{"requestId":"synthetic-identity-0546","purpose":"jev_reflex","answers":{"50759353ece00982e":{"type":"choice","choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.99},"f1cd4cfc8eb6f9617":{"type":"choice","choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.97},"synthetic-identity-0177":{"type":"choice","choice":"defer","probabilities":{"synthetic-identity-0177":0.5,"defer":0.5},"confidence":0.34}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0547","emittedAt":"2000-01-01T00:02:06Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"13","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"7dcf4ea8737b0751121f248e74a3a73cb5a5a529301a5a7bb4c9308d1a02ca27","claimId":"f1cd4cfc8eb6f9617","decisionRequest":{"requestId":"synthetic-identity-0546","purpose":"jev_reflex","claims":{"50759353ece00982e":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 259\",\"include\":\"Synthetic fixture value 260\"}}","options":["defer","include"]},"f1cd4cfc8eb6f9617":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 261\",\"include\":\"Synthetic fixture value 262\"}}","options":["defer","include"]},"synthetic-identity-0177":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 263\",\"defer\":\"Synthetic fixture value 264\"}}","options":["synthetic-identity-0177","defer"]}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0548","emittedAt":"2000-01-01T00:02:07Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"14","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"7dcf4ea8737b0751121f248e74a3a73cb5a5a529301a5a7bb4c9308d1a02ca27","claimId":"f1cd4cfc8eb6f9617","decisionResult":{"requestId":"synthetic-identity-0546","purpose":"jev_reflex","evaluations":{"50759353ece00982e":{"choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.99},"f1cd4cfc8eb6f9617":{"choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.97},"synthetic-identity-0177":{"choice":"defer","probabilities":{"synthetic-identity-0177":0.5,"defer":0.5},"confidence":0.34}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0549","emittedAt":"2000-01-01T00:02:08Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"15","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"7dcf4ea8737b0751121f248e74a3a73cb5a5a529301a5a7bb4c9308d1a02ca27","claimId":"f1cd4cfc8eb6f9617","libraryChange":{"state":"deferred"}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0550","emittedAt":"2000-01-01T00:02:09Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"16","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"7dcf4ea8737b0751121f248e74a3a73cb5a5a529301a5a7bb4c9308d1a02ca27","libraryChange":{"state":"settled"}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0552","emittedAt":"2000-01-01T00:02:10Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"17","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"bf4328c3afea37f1048ae56d7fbc518b0209b9f79d0b32e856d1eb3032a611c2","decisionRequest":{"requestId":"synthetic-identity-0551","purpose":"jev_claim","questions":{"claim0":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"50759353ece00982e\":\"Synthetic fixture value 265\",\"f1cd4cfc8eb6f9617\":\"Synthetic fixture value 266\",\"defer\":\"Synthetic fixture value 267\",\"new\":\"Synthetic fixture value 268\"}"}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0552","emittedAt":"2000-01-01T00:02:10Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"17","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"bf4328c3afea37f1048ae56d7fbc518b0209b9f79d0b32e856d1eb3032a611c2","decisionRequest":{"requestId":"synthetic-identity-0551","purpose":"jev_claim","claims":{"claim0":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"50759353ece00982e\":\"Synthetic fixture value 265\",\"f1cd4cfc8eb6f9617\":\"Synthetic fixture value 266\",\"defer\":\"Synthetic fixture value 267\",\"new\":\"Synthetic fixture value 268\"}}","options":["50759353ece00982e","f1cd4cfc8eb6f9617","defer","new"]}}}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0554","emittedAt":"2000-01-01T00:02:11Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"18","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","segmentId":"synthetic-identity-0553","boundaryId":"2d88e26b506365516000392616ba86c0bbf6a7482f8dd1a1c4270b7a2465826b","boundary":{"reason":"no_reflex"}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0555","emittedAt":"2000-01-01T00:02:12Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"19","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"bf4328c3afea37f1048ae56d7fbc518b0209b9f79d0b32e856d1eb3032a611c2","decisionResult":{"requestId":"synthetic-identity-0551","purpose":"jev_claim","answers":{"claim0":{"type":"choice","choice":"f1cd4cfc8eb6f9617","probabilities":{"50759353ece00982e":0.5,"f1cd4cfc8eb6f9617":0.5,"defer":0.5,"new":0.5},"confidence":0.74}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0555","emittedAt":"2000-01-01T00:02:12Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"19","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"bf4328c3afea37f1048ae56d7fbc518b0209b9f79d0b32e856d1eb3032a611c2","decisionResult":{"requestId":"synthetic-identity-0551","purpose":"jev_claim","evaluations":{"claim0":{"choice":"f1cd4cfc8eb6f9617","probabilities":{"50759353ece00982e":0.5,"f1cd4cfc8eb6f9617":0.5,"defer":0.5,"new":0.5},"confidence":0.74}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0556","emittedAt":"2000-01-01T00:02:13Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"20","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"bf4328c3afea37f1048ae56d7fbc518b0209b9f79d0b32e856d1eb3032a611c2","claimId":"f1cd4cfc8eb6f9617","libraryChange":{"state":"compiling"}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0558","emittedAt":"2000-01-01T00:02:14Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"21","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"bf4328c3afea37f1048ae56d7fbc518b0209b9f79d0b32e856d1eb3032a611c2","claimId":"f1cd4cfc8eb6f9617","decisionRequest":{"requestId":"synthetic-identity-0557","purpose":"jev_reflex","questions":{"50759353ece00982e":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"defer\":\"Synthetic fixture value 269\",\"include\":\"Synthetic fixture value 270\"}"},"f1cd4cfc8eb6f9617":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"defer\":\"Synthetic fixture value 271\",\"include\":\"Synthetic fixture value 272\"}"},"synthetic-identity-0177":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"synthetic-identity-0177\":\"Synthetic fixture value 273\",\"defer\":\"Synthetic fixture value 274\"}"}}}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0559","emittedAt":"2000-01-01T00:02:15Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"22","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"bf4328c3afea37f1048ae56d7fbc518b0209b9f79d0b32e856d1eb3032a611c2","claimId":"f1cd4cfc8eb6f9617","decisionResult":{"requestId":"synthetic-identity-0557","purpose":"jev_reflex","answers":{"50759353ece00982e":{"type":"choice","choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.99},"f1cd4cfc8eb6f9617":{"type":"choice","choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.99},"synthetic-identity-0177":{"type":"choice","choice":"synthetic-identity-0177","probabilities":{"synthetic-identity-0177":0.5,"defer":0.5},"confidence":0.14}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0558","emittedAt":"2000-01-01T00:02:14Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"21","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"bf4328c3afea37f1048ae56d7fbc518b0209b9f79d0b32e856d1eb3032a611c2","claimId":"f1cd4cfc8eb6f9617","decisionRequest":{"requestId":"synthetic-identity-0557","purpose":"jev_reflex","claims":{"50759353ece00982e":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 269\",\"include\":\"Synthetic fixture value 270\"}}","options":["defer","include"]},"f1cd4cfc8eb6f9617":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 271\",\"include\":\"Synthetic fixture value 272\"}}","options":["defer","include"]},"synthetic-identity-0177":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 273\",\"defer\":\"Synthetic fixture value 274\"}}","options":["synthetic-identity-0177","defer"]}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0559","emittedAt":"2000-01-01T00:02:15Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"22","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"bf4328c3afea37f1048ae56d7fbc518b0209b9f79d0b32e856d1eb3032a611c2","claimId":"f1cd4cfc8eb6f9617","decisionResult":{"requestId":"synthetic-identity-0557","purpose":"jev_reflex","evaluations":{"50759353ece00982e":{"choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.99},"f1cd4cfc8eb6f9617":{"choice":"include","probabilities":{"defer":0.5,"include":0.5},"confidence":0.99},"synthetic-identity-0177":{"choice":"synthetic-identity-0177","probabilities":{"synthetic-identity-0177":0.5,"defer":0.5},"confidence":0.14}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0561","emittedAt":"2000-01-01T00:02:16Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"23","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"bf4328c3afea37f1048ae56d7fbc518b0209b9f79d0b32e856d1eb3032a611c2","claimId":"f1cd4cfc8eb6f9617","generation":{"kind":"reflex_llm","state":"started","requestId":"synthetic-identity-0560","requestedEffort":"none"}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0563","emittedAt":"2000-01-01T00:02:16Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"24","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"bf4328c3afea37f1048ae56d7fbc518b0209b9f79d0b32e856d1eb3032a611c2","claimId":"f1cd4cfc8eb6f9617","generation":{"kind":"compiler_round","state":"started","requestId":"synthetic-identity-0562","attempt":1,"parentRequestId":"synthetic-identity-0560","phase":"compilation"}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0565","emittedAt":"2000-01-01T00:02:17Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"25","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","segmentId":"synthetic-identity-0564","boundaryId":"3c70e5113c529abcda6bce229039af502bf3ed8b5d3266e7d70794b41e6bf668","boundary":{"reason":"no_reflex"}}}}}
@@ -213,7 +213,7 @@
 {"payload":{"event":{"id":"synthetic-identity-0594","emittedAt":"2000-01-01T00:02:26Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"46","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"bf4328c3afea37f1048ae56d7fbc518b0209b9f79d0b32e856d1eb3032a611c2","claimId":"f1cd4cfc8eb6f9617","generation":{"kind":"reflex_llm","state":"finished","elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"cache_miss":"1000","cache_read":"1000","cache_write":"1000","requests":"1"}},"requestId":"synthetic-identity-0560","requestedEffort":"none"}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0595","emittedAt":"2000-01-01T00:02:27Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"47","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"a150c9b7f5f25767ec4a8e39be5303bab475afed882bafe065f83ef28c68e09c","libraryChange":{"state":"reflex_candidate","reflex":{"id":"synthetic-identity-0275","when":"Synthetic fixture when 275","decide":"Use the synthetic fixture inputs and defer when they are absent.","observe":"js:function(context, args) {\n  args = args || {};\n  var missing = [];\n  if (!args.url) missing.push(\"url\");\n  if (!args.session) missing.push(\"session\");\n  if (!args.term) missing.push(\"term\");\n  if (!args.input_selector) missing.push(\"input_selector\");\n  if (!args.submit_selector) missing.push(\"submit_selector\");\n  if (missing.length) return {defer: \"missing current arguments\", parameters: \"url, session, term, input_selector, submit_selector\"};\n  var session = args.session;\n  var term = String(args.term);\n  var inSel = String(args.input_selector);\n  var btnSel = String(args.submit_selector);\n  var prefix = (args.receipt_prefix == null) ? \"Receipt: \" : String(args.receipt_prefix);\n\n  function snap(data) {\n    if (!data || !data.elements) return null;\n    return data.elements;\n  }\n  function findIdx(elements) {\n    if (!elements) return -1;\n    for (var i = 0; i < elements.length; i++) {\n      var t = elements[i].text;\n      if (t && t.indexOf(prefix) === 0) return i;\n    }\n    return -1;\n  }\n  function reportFor(elements, hostCall) {\n    var idx = findIdx(elements);\n    if (idx < 0) return null;\n    return {report: {evidence: hostCall, path: [\"data\", \"elements\", idx, \"text\"]}};\n  }\n\n  var hostCall = null;\n  var elements = null;\n  var opened = false;\n  var filled = false;\n  var clicked = false;\n  var anySnapshot = false;\n  var postClickSnapshot = false;\n\n  var hist = context.history || [];\n  for (var h = 0; h < hist.length; h++) {\n    var rec = hist[h];\n    if (rec.name !== \"bash\") continue;\n    var av = (rec.decoded_argv || []).slice();\n    if (av[0] !== \"playwright\") continue;\n    var sub = av[1];\n    if (sub === \"open\" && av[2] === args.url && av.indexOf(\"--session\") >= 0) { opened = true; }\n    if (sub === \"fill\" && av[2] === session && av[3] === inSel && av[4] === term) { filled = true; }\n    if (sub === \"click\" && av[2] === session && av[3] === btnSel) { clicked = true; }\n    if (sub === \"snapshot\" && av[2] === session && rec.data) {\n      elements = snap(rec.data);\n      if (rec.call_id) hostCall = rec.call_id;\n      anySnapshot = true;\n      if (clicked) postClickSnapshot = true;\n    }\n  }\n\n  if (clicked && postClickSnapshot && elements) {\n    var done = reportFor(elements, hostCall);\n    if (done) return done;\n  }\n\n  if (!opened) {\n    var o = execute({name: \"bash\", arguments: {command: command(\"playwright\", [\"open\", args.url, \"--session\", session])}, read: false, step: \"open\", occurrence: 0});\n    if (o && o.is_error) return {defer: \"open failed: \" + (o.text || \"unknown\")};\n  }\n\n  if (!anySnapshot) {\n    var s1 = execute({name: \"bash\", arguments: {command: command(\"playwright\", [\"snapshot\", session, \"--json\"])}, read: true});\n    if (s1 && s1.call_id) hostCall = s1.call_id;\n    elements = snap(s1 && s1.data);\n  }\n\n  if (!filled) {\n    var f = execute({name: \"bash\", arguments: {command: command(\"playwright\", [\"fill\", session, inSel, term])}, read: false, step: \"fill\", occurrence: 0});\n    if (f && f.is_error) return {defer: \"fill failed: \" + (f.text || \"unknown\")};\n  }\n\n  if (!clicked) {\n    var c = execute({name: \"bash\", arguments: {command: command(\"playwright\", [\"click\", session, btnSel])}, read: false, step: \"click\", occurrence: 0});\n    if (c && c.is_error) return {defer: \"click failed: \" + (c.text || \"unknown\")};\n  }\n\n  if (!postClickSnapshot) {\n    var s2 = execute({name: \"bash\", arguments: {command: command(\"playwright\", [\"snapshot\", session, \"--json\"])}, read: true});\n    if (s2 && s2.call_id) hostCall = s2.call_id;\n    var e2 = snap(s2 && s2.data);\n    var p2 = reportFor(e2, hostCall);\n    if (p2) return p2;\n  }\n  return {defer: \"receipt not yet visible after submit\"};\n}","claimIds":["50759353ece00982e","f1cd4cfc8eb6f9617"],"contracts":{"command:experiment":"abe25c89e23db76babe27845dc50808e179376d3e568d08bc7f62aa3c2d4b4be","command:jev":"9729b785e09bd242c2b73d15a336408ff05ee574472ae60963d071215585f4c2","command:playwright":"6a0b9da4a4cd5c8b6dce0937b4f0061c196ecfa2f4ab237cca4f3dd65743489a","helpers":"98aa22757269c3f695b8e3254b3cba7af0f196d29e5e05db58821ec7e43533db","tool:bash":"2efbb2e0f82e04e8fa7e605121b300db09945e5fb0624a2c25a7478d900599af"},"apiVersion":2,"qualificationJson":"null","manifestJson":"{\"parameters_schema\":null,\"steps\":{\"append1\":{\"contract\":\"Synthetic fixture value 276\",\"count\":1},\"append2\":{\"contract\":\"Synthetic fixture value 277\",\"count\":1}}}","blocker":"Synthetic validation failure."},"reason":"Synthetic validation failure."}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0596","emittedAt":"2000-01-01T00:02:27Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"48","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"bf4328c3afea37f1048ae56d7fbc518b0209b9f79d0b32e856d1eb3032a611c2","libraryChange":{"state":"failed","reason":"Synthetic validation failure."}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0598","emittedAt":"2000-01-01T00:02:28Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"49","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"c9430801ae31023ddcb10a1c6c37de01e9fcff2598821d2beb96ffa5b0acea77","decisionRequest":{"requestId":"synthetic-identity-0597","purpose":"jev_claim","questions":{"claim0":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"50759353ece00982e\":\"Synthetic fixture value 278\",\"f1cd4cfc8eb6f9617\":\"Synthetic fixture value 279\",\"defer\":\"Synthetic fixture value 280\",\"new\":\"Synthetic fixture value 281\"}"},"claim1":{"type":"choice","instructionsJson":"\"\\\"Synthetic fixture instruction.\\\"\"","criteriaJson":"{\"50759353ece00982e\":\"Synthetic fixture value 282\",\"f1cd4cfc8eb6f9617\":\"Synthetic fixture value 283\",\"defer\":\"Synthetic fixture value 284\",\"new\":\"Synthetic fixture value 285\"}"}}}}}}}
-{"payload":{"event":{"id":"synthetic-identity-0599","emittedAt":"2000-01-01T00:02:29Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"50","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"c9430801ae31023ddcb10a1c6c37de01e9fcff2598821d2beb96ffa5b0acea77","decisionResult":{"requestId":"synthetic-identity-0597","purpose":"jev_claim","answers":{"claim0":{"type":"choice","choice":"50759353ece00982e","probabilities":{"50759353ece00982e":0.5,"f1cd4cfc8eb6f9617":0.5,"defer":0.5,"new":0.5},"confidence":0.41},"claim1":{"type":"choice","choice":"50759353ece00982e","probabilities":{"50759353ece00982e":0.5,"f1cd4cfc8eb6f9617":0.5,"defer":0.5,"new":0.5},"confidence":0.42}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0598","emittedAt":"2000-01-01T00:02:28Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"49","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"c9430801ae31023ddcb10a1c6c37de01e9fcff2598821d2beb96ffa5b0acea77","decisionRequest":{"requestId":"synthetic-identity-0597","purpose":"jev_claim","claims":{"claim0":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"50759353ece00982e\":\"Synthetic fixture value 278\",\"f1cd4cfc8eb6f9617\":\"Synthetic fixture value 279\",\"defer\":\"Synthetic fixture value 280\",\"new\":\"Synthetic fixture value 281\"}}","options":["50759353ece00982e","f1cd4cfc8eb6f9617","defer","new"]},"claim1":{"type":"choice","context":"{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"50759353ece00982e\":\"Synthetic fixture value 282\",\"f1cd4cfc8eb6f9617\":\"Synthetic fixture value 283\",\"defer\":\"Synthetic fixture value 284\",\"new\":\"Synthetic fixture value 285\"}}","options":["50759353ece00982e","f1cd4cfc8eb6f9617","defer","new"]}}}}}}}
+{"payload":{"event":{"id":"synthetic-identity-0599","emittedAt":"2000-01-01T00:02:29Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"50","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"c9430801ae31023ddcb10a1c6c37de01e9fcff2598821d2beb96ffa5b0acea77","decisionResult":{"requestId":"synthetic-identity-0597","purpose":"jev_claim","evaluations":{"claim0":{"choice":"50759353ece00982e","probabilities":{"50759353ece00982e":0.5,"f1cd4cfc8eb6f9617":0.5,"defer":0.5,"new":0.5},"confidence":0.41},"claim1":{"choice":"50759353ece00982e","probabilities":{"50759353ece00982e":0.5,"f1cd4cfc8eb6f9617":0.5,"defer":0.5,"new":0.5},"confidence":0.42}},"elapsedMs":"50","usage":{"inputTokens":"1000","outputTokens":"200","totalTokens":"1200","detail":{"requests":"1","usage_missing":"0"}}}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0600","emittedAt":"2000-01-01T00:02:30Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"51","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"c9430801ae31023ddcb10a1c6c37de01e9fcff2598821d2beb96ffa5b0acea77","claimId":"50759353ece00982e","libraryChange":{"state":"deferred","reason":"Synthetic validation failure."}}}}}
 {"payload":{"event":{"id":"synthetic-identity-0601","emittedAt":"2000-01-01T00:02:30Z","sessionId":"synthetic-identity-0269","turnId":"synthetic-identity-0176","emitter":"jev","seq":"52","extension":{"@type":"type.googleapis.com/cyber.jev.RuntimeEvent","taskId":"4363718b9aa6cf876ac83bb72ac9bc98d3a6a9a4926f599e2f9bfc0c3e17e078","background":true,"boundaryId":"c9430801ae31023ddcb10a1c6c37de01e9fcff2598821d2beb96ffa5b0acea77","libraryChange":{"state":"settled"}}}}}
diff --git a/web/frontend/e2e/fixtures/jev-history/profile-events.json b/web/frontend/e2e/fixtures/jev-history/profile-events.json
index 59be84a53..5f3185bed 100644
--- a/web/frontend/e2e/fixtures/jev-history/profile-events.json
+++ b/web/frontend/e2e/fixtures/jev-history/profile-events.json
@@ -175,11 +175,14 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0614",
           "purpose": "jev_claim",
-          "questions": {
+          "claims": {
             "claim0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 287\",\"new\":\"Synthetic fixture value 288\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 287\",\"new\":\"Synthetic fixture value 288\"}}",
+              "options": [
+                "defer",
+                "new"
+              ]
             }
           }
         }
@@ -344,9 +347,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0614",
           "purpose": "jev_claim",
-          "answers": {
+          "evaluations": {
             "claim0": {
-              "type": "choice",
               "choice": "new"
             }
           },
@@ -608,7 +610,7 @@
           "claim": {
             "id": "74b2ea2e544edc0f5",
             "sourceTaskId": "7ad8f4389ce999ebc877bab898e5d5449f939e02e8741ede96a55658185bc4a0",
-            "text": "Synthetic fixture text 292"
+            "context": "Synthetic fixture text 292"
           }
         }
       }
@@ -649,11 +651,15 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0638",
           "purpose": "jev_claim",
-          "questions": {
+          "claims": {
             "claim0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"74b2ea2e544edc0f5\":\"Synthetic fixture value 293\",\"defer\":\"Synthetic fixture value 294\",\"new\":\"Synthetic fixture value 295\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"74b2ea2e544edc0f5\":\"Synthetic fixture value 293\",\"defer\":\"Synthetic fixture value 294\",\"new\":\"Synthetic fixture value 295\"}}",
+              "options": [
+                "74b2ea2e544edc0f5",
+                "defer",
+                "new"
+              ]
             }
           }
         }
@@ -676,9 +682,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0638",
           "purpose": "jev_claim",
-          "answers": {
+          "evaluations": {
             "claim0": {
-              "type": "choice",
               "choice": "74b2ea2e544edc0f5"
             }
           },
@@ -1073,11 +1078,15 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0663",
           "purpose": "jev_claim",
-          "questions": {
+          "claims": {
             "claim0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"74b2ea2e544edc0f5\":\"Synthetic fixture value 299\",\"defer\":\"Synthetic fixture value 300\",\"new\":\"Synthetic fixture value 301\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"74b2ea2e544edc0f5\":\"Synthetic fixture value 299\",\"defer\":\"Synthetic fixture value 300\",\"new\":\"Synthetic fixture value 301\"}}",
+              "options": [
+                "74b2ea2e544edc0f5",
+                "defer",
+                "new"
+              ]
             }
           }
         }
@@ -1177,9 +1186,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0663",
           "purpose": "jev_claim",
-          "answers": {
+          "evaluations": {
             "claim0": {
-              "type": "choice",
               "choice": "74b2ea2e544edc0f5"
             }
           },
@@ -1290,11 +1298,14 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0674",
           "purpose": "jev_reflex",
-          "questions": {
+          "claims": {
             "synthetic-identity-0177": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"synthetic-identity-0177\":\"Synthetic fixture value 303\",\"defer\":\"Synthetic fixture value 304\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 303\",\"defer\":\"Synthetic fixture value 304\"}}",
+              "options": [
+                "synthetic-identity-0177",
+                "defer"
+              ]
             }
           }
         }
@@ -1318,9 +1329,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0674",
           "purpose": "jev_reflex",
-          "answers": {
+          "evaluations": {
             "synthetic-identity-0177": {
-              "type": "choice",
               "choice": "synthetic-identity-0177"
             }
           },
@@ -1492,26 +1502,38 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0685",
           "purpose": "jev_reflex",
-          "questions": {
+          "claims": {
             "synthetic-identity-0177": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"synthetic-identity-0177\":\"Synthetic fixture value 305\",\"defer\":\"Synthetic fixture value 306\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 305\",\"defer\":\"Synthetic fixture value 306\"}}",
+              "options": [
+                "synthetic-identity-0177",
+                "defer"
+              ]
             },
             "coverage0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"synthetic-identity-0177\":\"Synthetic fixture value 307\",\"defer\":\"Synthetic fixture value 308\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 307\",\"defer\":\"Synthetic fixture value 308\"}}",
+              "options": [
+                "synthetic-identity-0177",
+                "defer"
+              ]
             },
             "coverage_freshness": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"synthetic-identity-0177\":\"Synthetic fixture value 309\",\"defer\":\"Synthetic fixture value 310\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 309\",\"defer\":\"Synthetic fixture value 310\"}}",
+              "options": [
+                "synthetic-identity-0177",
+                "defer"
+              ]
             },
             "coverage_result": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"synthetic-identity-0177\":\"Synthetic fixture value 311\",\"defer\":\"Synthetic fixture value 312\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"synthetic-identity-0177\":\"Synthetic fixture value 311\",\"defer\":\"Synthetic fixture value 312\"}}",
+              "options": [
+                "synthetic-identity-0177",
+                "defer"
+              ]
             }
           }
         }
@@ -1535,21 +1557,17 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0685",
           "purpose": "jev_reflex",
-          "answers": {
+          "evaluations": {
             "synthetic-identity-0177": {
-              "type": "choice",
               "choice": "synthetic-identity-0177"
             },
             "coverage0": {
-              "type": "choice",
               "choice": "synthetic-identity-0177"
             },
             "coverage_freshness": {
-              "type": "choice",
               "choice": "synthetic-identity-0177"
             },
             "coverage_result": {
-              "type": "choice",
               "choice": "synthetic-identity-0177"
             }
           },
@@ -1665,11 +1683,16 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0691",
           "purpose": "jev_claim",
-          "questions": {
+          "claims": {
             "claim0": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"74b2ea2e544edc0f5\":\"Synthetic fixture value 314\",\"defer\":\"Synthetic fixture value 315\",\"new\":\"Synthetic fixture value 316\",\"synthetic-identity-0273\":\"Synthetic fixture value 317\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"74b2ea2e544edc0f5\":\"Synthetic fixture value 314\",\"defer\":\"Synthetic fixture value 315\",\"new\":\"Synthetic fixture value 316\",\"synthetic-identity-0273\":\"Synthetic fixture value 317\"}}",
+              "options": [
+                "74b2ea2e544edc0f5",
+                "defer",
+                "new",
+                "synthetic-identity-0273"
+              ]
             }
           }
         }
@@ -1692,9 +1715,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0691",
           "purpose": "jev_claim",
-          "answers": {
+          "evaluations": {
             "claim0": {
-              "type": "choice",
               "choice": "74b2ea2e544edc0f5"
             }
           },
@@ -1837,11 +1859,14 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0701",
           "purpose": "jev_execution",
-          "questions": {
+          "claims": {
             "entry": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"defer\":\"Synthetic fixture value 319\",\"synthetic-identity-0273\":\"Synthetic fixture value 320\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"defer\":\"Synthetic fixture value 319\",\"synthetic-identity-0273\":\"Synthetic fixture value 320\"}}",
+              "options": [
+                "defer",
+                "synthetic-identity-0273"
+              ]
             }
           }
         }
@@ -1864,9 +1889,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0701",
           "purpose": "jev_execution",
-          "answers": {
+          "evaluations": {
             "entry": {
-              "type": "choice",
               "choice": "synthetic-identity-0273"
             }
           },
@@ -1938,11 +1962,14 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0705",
           "purpose": "jev_binding",
-          "questions": {
+          "claims": {
             "binding": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"accept\":\"Synthetic fixture value 322\",\"defer\":\"Synthetic fixture value 323\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"accept\":\"Synthetic fixture value 322\",\"defer\":\"Synthetic fixture value 323\"}}",
+              "options": [
+                "accept",
+                "defer"
+              ]
             }
           }
         }
@@ -1967,9 +1994,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0705",
           "purpose": "jev_binding",
-          "answers": {
+          "evaluations": {
             "binding": {
-              "type": "choice",
               "choice": "accept"
             }
           },
@@ -2235,11 +2261,14 @@
         "decisionRequest": {
           "requestId": "synthetic-identity-0720",
           "purpose": "jev_completion",
-          "questions": {
+          "claims": {
             "completion": {
               "type": "choice",
-              "instructionsJson": "\"\\\"Synthetic fixture instruction.\\\"\"",
-              "criteriaJson": "{\"accept\":\"Synthetic fixture value 326\",\"defer\":\"Synthetic fixture value 327\"}"
+              "context": "{\"instructions\":\"\\\"Synthetic fixture instruction.\\\"\",\"criteria\":{\"accept\":\"Synthetic fixture value 326\",\"defer\":\"Synthetic fixture value 327\"}}",
+              "options": [
+                "accept",
+                "defer"
+              ]
             }
           }
         }
@@ -2265,9 +2294,8 @@
         "decisionResult": {
           "requestId": "synthetic-identity-0720",
           "purpose": "jev_completion",
-          "answers": {
+          "evaluations": {
             "completion": {
-              "type": "choice",
               "choice": "accept"
             }
           },