OTA-2024, OTA-2070: Add eval test cases for cluster-update skills - #34
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@jhadvig: This pull request references OTA-2024 which is a valid jira issue. Warning: The referenced jira issue has an invalid target version for the target branch this PR targets: expected the task to target either version "5.0." or "openshift-5.0.", but it targets "openshift-5.1" instead. DetailsIn response to this:
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evals manual execution against Expand. Execution logs |
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evals manual test run for Expand. Execution logs |
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Eval results analysis (from @jrangelramos runs)update-advisor: 5/5 passed 👍 product-lifecycle: 4/7 passed, 3 failures:
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@jrangelramos what's the status here? |
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Update Advisory evals tests with OpenAI 🔍 Update Advisory run.sh Logs (openai / gpt-5.4)🔍 Update Advisory (sandbox container logs) |
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Product Lifecycle evals tests with OpenAI 🔍 run.sh Logs (openai / gpt-5.4)🔍 sandbox container logs |
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Thanks for salvaging these evals and getting cluster-update coverage started! Left a few questions inline, mostly around the product-lifecycle ground truth.
| expected: | ||
| olm_check_ran: true | ||
| operators_checked: 5 | ||
| operators_without_lifecycle_data: 2 |
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Should this be 1? Looking at the live API, 4 of the 5 packages have entries with a matching package field (cluster-logging, web-terminal, compliance-operator, openshift-pipelines-operator-rh), only devworkspace-operator is missing. The PR description says 3 and the yaml says 2, so I wanted to double check which count is intended.
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Looks like the eval run above confirms this one. In the gpt-5.4 run this is the single failing case:
AssertionError: plc_proposal_olm_batch_check: field 'operators_without_lifecycle_data' expected 2, got 3
So we now have three different answers depending on lookup path: 1 when matching the package field across the full product list (what olm-check in plc_lookup.py does, only devworkspace-operator is missing), 2 as expected here, and 3 from the agent in that run, consistent with name searches that miss openshift-pipelines-operator-rh (a name query for "pipelines" returns nothing even though the package exists). Would it make sense to pin the expectation to the olm-check package match, or word the query so the agent has to use it?
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You're right that the count is off. This ties into PR #41 too, which adds the nuance that lifecycle data should only count if the API has an entry matching the installed version, not just any version of the package. @jrangelramos can you run olm-check against these 5 operators and confirm what the actual count should be? That'll settle whether it's 1, 2, or something else depending on version matching.
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The three-way mismatch is a great catch. Agree we should pin the expectation to what olm-check actually returns.... the eval should test the same lookup path the agent uses. @jrangelramos would it make sense to also tighten the query wording so the agent is directed to use the olm-check command rather than ad-hoc name searches?
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This is what PR #41 is addressing. What I observed on logs is it attempts olm-check and if not found attempt by product name. On most runs I tried (with claude and gpt) it returned count 2 for operators_with_lifecycle_data. So in order to exercise the olm-check part only of the skill, (which is what this test case is about) I agree we should tghten the query wording to be more explicit on this. and have expect count as 3
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@jrangelramos just want to make sure I'm reading this right. You say tighten the query to exercise olm-check only, and set the expected count to 3. But olm-check does a package-field match across the full product list, which finds 4 of 5 (only devworkspace-operator is missing), so operators_without_lifecycle_data would be 1 not 3. The count of 3 matches the name-search path that misses openshift-pipelines-operator-rh and compliance-operator too.... which is the opposite of olm-check-only.
Did you mean the expected should be 1 (olm-check finds 4, misses 1)? Or are you factoring in version matching from PR #41 where having an API entry doesn't count unless the installed version matches?
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Hey @jhadvig Sorry for the confusion. Based on the what the Live API returns (without filtering), I would expect 2 operators without Lifecycle data, crossing operator against given OCP 4.21 version. Here is why:
Verification
So for the below operator/packages against ocp 4.21:
- compliance-operator v1.9.0
- cluster-logging v6.5.1
- devworkspace-operator v0.41.0
- openshift-pipelines-operator-rh v1.22.0
- web-terminal v1.16.0
Here is what the Live API has and the given products
#===========================================
# Retrieve ALL products (no query param ?name=Openshift)
#===========================================
curl -s -H "User-Agent: plc-lookup/1.0" 'https://access.redhat.com/product-life-cycles/api/v2/products' > products.json
# Returns all 237 products, not just the ~14 when passing name=Openshift
#===========================================
# OCP 4.21 - compliance-operator v1.9.0
#===========================================
cat products.json | jq '[.data[] | select(.package == "compliance-operator") | {product: .name, package, versions: [.versions[] | select(.openshift_compatibility != null and (.openshift_compatibility | contains("4.21")) and (.name | contains("1.9"))) | {version: .name, status: .type, ocp_versions: .openshift_compatibility}]}]'
[
{
"product": "compliance operator",
"package": "compliance-operator",
"versions": [
{
"version": "1.9",
"status": "Full Support",
"ocp_versions": "4.12, 4.14, 4.16, 4.18, 4.19, 4.20, 4.21"
}
]
}
]
#===========================================
# OCP 4.21 - cluster-logging v6.5.1
#===========================================
cat products.json | jq '[.data[] | select(.package == "cluster-logging") | {product: .name, package, versions: [.versions[] | select(.openshift_compatibility != null and (.openshift_compatibility | contains("4.21")) and (.name | contains("6.5"))) | {version: .name, status: .type, ocp_versions: .openshift_compatibility}]}]'
[
{
"product": "logging for Red Hat OpenShift",
"package": "cluster-logging",
"versions": [
{
"version": "6.5",
"status": "Full Support",
"ocp_versions": "4.19, 4.20, 4.21, 4.22"
}
]
}
]
#===========================================
# OCP 4.21 - devworkspace-operator v0.41.0
#===========================================
cat products.json | jq '[.data[] | select(.package == "devworkspace-operator") | {product: .name, package, versions: [.versions[] | select(.openshift_compatibility != null and (.openshift_compatibility | contains("4.21")) and (.name | contains("0.41"))) | {version: .name, status: .type, ocp_versions: .openshift_compatibility}]}]'
[]
#===========================================
# OCP 4.21 - openshift-pipelines-operator-rh v1.22.0
#===========================================
cat products.json | jq '[.data[] | select(.package == "openshift-pipelines-operator-rh") | {product: .name, package, versions: [.versions[] | select(.openshift_compatibility != null and (.openshift_compatibility | contains("4.21")) and (.name | contains("1.22"))) | {version: .name, status: .type, ocp_versions: .openshift_compatibility}]}]'
[
{
"product": "Red Hat OpenShift Pipelines",
"package": "openshift-pipelines-operator-rh",
"versions": [
{
"version": "1.22",
"status": "Full Support",
"ocp_versions": "4.16, 4.18, 4.19, 4.20, 4.21, 4.22"
}
]
}
]
#===========================================
# OCP 4.21 - web-terminal v1.16.0
#===========================================
cat products.json | jq '[.data[] | select(.package == "web-terminal") | {product: .name, package, versions: [.versions[] | select(.openshift_compatibility != null and (.openshift_compatibility | contains("4.21")) and (.name | contains("1.16"))) | {version: .name, status: .type, ocp_versions: .openshift_compatibility}]}]'
[
{
"product": "web terminal operator",
"package": "web-terminal",
"versions": []
}
]Conclusion
for Target: OCP 4.21
| Package | Version | Package Found | Status | Compatibility |
|---|---|---|---|---|
| compliance-operator | v1.9.0 | Yes | Full Support | OCP 4.21 |
| cluster-logging | v6.5.1 | Yes | Full Support | OCP 4.21 |
| devworkspace-operator | v0.41.0 | No | - | - |
| openshift-pipelines-operator-rh | v1.22.0 | Yes | Full Support | OCP 4.21 |
| web-terminal | v1.16.0 | Yes | Version not found | - |
So I would expect 2 operators without lifecycle data (devworkspace-operator, web-terminal).
possible approach
I think for the olm-check batch check we could remove name=Openshift, so the API will return all products, to be iterated by the cli, no fallback (replace hypen by space) is needed in this case.
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the skill script plc_lookup.py has evolved (changed by #43) to now return a better veredict on the expected results. So that I modified the test logic to now compare the result from the cli (plc_lookup.py) counting "not found" (or error) as not tracked, version tracked whenever found (since version is specified on every operator test) and ocp compatbible according to the api result.
| "\($prod) \(.name) - \(.type)"' | ||
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| # Batch check — find operators by package name in the "OpenShift" product set | ||
| curl -s "https://access.redhat.com/product-life-cycles/api/v1/products?name=OpenShift" \ |
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Could this query undercount? name=OpenShift only returns products with OpenShift in their name, while olm-check in plc_lookup.py matches package across the full product list, which also finds compliance-operator and openshift-pipelines-operator-rh. Maybe that explains the mismatch with the expected count in test 1?
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Yeah this is the same root cause as the count issue above, the curl approach takes a different lookup path than olm-check. Will fix the README alongside the ground truth update.
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README changed with batch check restricted to search by package only matching new param format.
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| ## Ground truth | ||
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| Expected values come from the live PLC API. Verify with: |
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The PR description mentions the CLI not being on main yet, but plc_lookup.py is already there and SKILL.md routes all queries through it. Would it make sense to derive ground truth with the CLI the agent will actually run? The curl commands are handy but take a different lookup path than olm-check.
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Agree, now that the CLI is on main we should use it for ground truth. Will update the README once we settle the count question above.
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| # Test 4: compliance-operator — found by product name search, v1.9 is supported. | ||
| # Note: searching by package name may not find this operator, but searching | ||
| # by product name ("compliance operator") does. The agent may use either approach. |
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Is this note still accurate? Package search does seem to find this one now, the API returns "package": "compliance-operator" for this query.
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Yeah youre right, the API does index it by package now. Updated the comment in 41e61b6 to reflect that both lookup paths work.
| required: ["product_found", "has_supported_version_for_421"] | ||
| expected: | ||
| product_found: true | ||
| has_supported_version_for_421: false |
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This holds today (latest listed web-terminal version is 1.15, compatible with 4.20 only), but the scenario has v1.16 installed, so once the API adds a 1.16 entry with 4.21 compatibility this expectation flips. Same concern for the OCP 4.21 and 4.14 status tests below as support phases move. Would the _fn verify.py pattern from the framework README be a better fit for values that come from a live API?
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Good point about the fragility. The _fn verify.py pattern is the right fix for these live-API-dependent expectations. Id rather do that as a follow-up PR though, it's a bigger change and shouldn't block this one. @jrangelramos what do you think?
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yea I think it may fit well, the custom function mappend on _fn could make use of the API in advance to properly assert whether the product is compatible or not with the version.
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This is now addressed with a suggested approach. The verify.py has been implemented. Each individual test now uses _fn since lifecycle data (support status) may change along the time.
| status: "extended" | ||
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| # Test 7: Multiple operators batch check from proposal context. | ||
| # Only test the 2 operators that HAVE lifecycle data (cluster-logging, web-terminal). |
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Small note, per the API at least 4 of the 5 operators have lifecycle data now, so this comment may be stale. The expectations themselves still look right though.
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Updated the wording in 41e61b6, the "only" was misleading.
| target OCP version 4.21 is still in full support. | ||
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| Use the product-lifecycle skill to look up "Red Hat OpenShift | ||
| Container Platform" and check version 4.21's. Report whether |
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Tiny nit, check version 4.21's. reads like a word is missing.
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Fixed in 41e61b6 - reads "check version 4.21's lifecycle status" now.
| expected: | ||
| decision: "block" | ||
| etcd_issue_detected: true | ||
| unhealthy_member: "etcd-master-2" |
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Since unhealthy_member is not in the schema's required list, an agent that omits it passes schema validation but fails here, the static matcher asserts every expected field is present (test_eval.py#L141-L145). Also evals/CLAUDE.md suggests avoiding free text fields in schemas. Would it be safer to either add it to required or drop it from expected?
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Good catch 👍 Dropped unhealthy_member from expected in 41e61b6. The eval still validates decision and etcd_issue_detected which covers the important bits, and avoids the free-text field footgun you flagged.
| update-advisor skill's decision framework to classify findings as | ||
| blockers, warnings, or informational. | ||
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| Decision matrix: |
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With the full matrix embedded in the system prompt, does the eval still test that the agent discovers and applies the SKILL.md decision framework? A shorter prompt that just points at the skill might be a stronger test, curious what you think.
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Fair question. Right now the eval tests whether the agent can apply the framework correctly given the data, not whether it discovers the framework. A stripped-down prompt would be a stronger end-to-end test but might also make the eval flakier since the agent has to find SKILL.md and extract the rules. @jrangelramos do you have a preference here? We could start with the explicit prompt for reliability and add a "discovery" variant later.
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Good point. I agree with @harche. I would go for stripping the decision matrix out of the system_prompt. The decision matrix is already on the SKILL.md and that would be closer to what we have real cvo agentic runs
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This one is now addressed as well. 👍 I removed the duplication from the system_prompt, thus leaving the decision matrix on the SKILL only.
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Product Lifecycle and Update Advisor new batch of tests - claude opus4-6 🔍 Expand: Eval Run Logs🔍 Expand: Sanbox Container Logs |
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Product Lifecycle and Update Advisor new batch of tests - openai gpt-5.4 🔍 Expand: Eval Run Logs🔍 Expand: Sandbox Container Logs |
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Verification (expand) evals run logs with claude-opus-4-6 |
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Verification expand) evals run logs with openai gpt-5-4 |
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/verified by @jrangelramos Direct call of eval tests using openai and claude models (see comments above) |
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Add eval coverage for update-advisor (5 test cases) and product-lifecycle (7 test cases). Cherry-picked from closed PR openshift#13 with fixes applied: - Fix decision enum: caution → warn to match SKILL.md - Fix PLCC acronym → "Product Life Cycle API" in system prompts - Make product-lifecycle test cases tool-agnostic (no plc_lookup.py references since the CLI doesn't exist on main yet) - Rewrite README ground truth commands using curl/jq - Drop unreachable "unavailable" from compliance-operator status enum - Fix ocp_compatible None-coercion in verify.py - Fix misleading operators_api_tracked_count description - Convert test 7 to _fn verifier using live API - Fix README paths to plc_lookup.py - Add enum/required/expected for update-advisor unhealthy_member No skill code changes — eval-only PR. Co-Authored-By: Jakub Hadvig <jhadvig@redhat.com> Co-Authored-By: Jefferson Ramos <jeramos@redhat.com> Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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Evals run with openai gpt-5.4 model Eval Run logs$ OPENAI_API_KEY=${OPENAI_API_KEY} \
OPENAI_MODEL=gpt-5.4 \
EVAL_PROVIDERS=openai \
EVAL_HEALTH_TIMEOUT=180 \
CLAUDE_CODE_USE_VERTEX= \
ANTHROPIC_VERTEX_PROJECT_ID= \
GOOGLE_APPLICATION_CREDENTIALS= \
bash evals/run.sh -k "cluster-update-advisor or product-lifecycle" --timeout=600
Starting provider containers...
openai: port 18080 (container 84899e276112)
Waiting for servers...
openai: ready
Running evals...
=============================================================================================== test session starts ================================================================================================
platform linux -- Python 3.14.6, pytest-8.4.2, pluggy-1.6.0 -- /usr/bin/python3
cachedir: .pytest_cache
rootdir: /home/jeramos/pixaa/test/test-ocp5/agentic-skills/evals
configfile: pytest.ini
plugins: asyncio-1.1.0, xdist-3.7.0, timeout-2.4.0, anyio-4.13.0
asyncio: mode=Mode.AUTO, asyncio_default_fixture_loop_scope=None, asyncio_default_test_loop_scope=function
timeout: 600.0s
timeout method: signal
timeout func_only: False
collected 294 items / 222 deselected / 72 selected
evals/skills/test_eval.py::test_skill[claude-cluster-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for claude) [ 1%]
evals/skills/test_eval.py::test_skill[claude-cluster-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for claude) [ 2%]
evals/skills/test_eval.py::test_skill[claude-cluster-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for claude) [ 4%]
evals/skills/test_eval.py::test_skill[claude-cluster-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for claude) [ 5%]
evals/skills/test_eval.py::test_skill[claude-cluster-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for claude) [ 6%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for claude) [ 8%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for claude) [ 9%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for claude) [ 11%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for claude) [ 12%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for claude) [ 13%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for claude) [ 15%]
evals/skills/test_eval.py::test_skill[claude-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for claude) [ 16%]
evals/skills/test_eval.py::test_skill[gemini-cluster-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for gemini) [ 18%]
evals/skills/test_eval.py::test_skill[gemini-cluster-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for gemini) [ 19%]
evals/skills/test_eval.py::test_skill[gemini-cluster-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for gemini) [ 20%]
evals/skills/test_eval.py::test_skill[gemini-cluster-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for gemini) [ 22%]
evals/skills/test_eval.py::test_skill[gemini-cluster-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for gemini) [ 23%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for gemini) [ 25%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for gemini) [ 26%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for gemini) [ 27%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for gemini) [ 29%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for gemini) [ 30%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for gemini) [ 31%]
evals/skills/test_eval.py::test_skill[gemini-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for gemini) [ 33%]
evals/skills/test_eval.py::test_skill[openai-cluster-update-advisor-advisor_healthy_cluster_recommend] PASSED [ 34%]
evals/skills/test_eval.py::test_skill[openai-cluster-update-advisor-advisor_degraded_operator_warn] PASSED [ 36%]
evals/skills/test_eval.py::test_skill[openai-cluster-update-advisor-advisor_api_deprecation_block] PASSED [ 37%]
evals/skills/test_eval.py::test_skill[openai-cluster-update-advisor-advisor_etcd_unhealthy_block] PASSED [ 38%]
evals/skills/test_eval.py::test_skill[openai-cluster-update-advisor-advisor_errored_checks_escalate] PASSED [ 40%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_proposal_olm_batch_check] PASSED [ 41%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_cluster_logging_supported] PASSED [ 43%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_web_terminal_compat_check] PASSED [ 44%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_compliance_operator_status] PASSED [ 45%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_ocp_platform_status] PASSED [ 47%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_ocp_old_version_extended] PASSED [ 48%]
evals/skills/test_eval.py::test_skill[openai-product-lifecycle-plc_batch_known_operators_only] PASSED [ 50%]
evals/skills/test_eval.py::test_skill[deepagents-claude-cluster-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for deepagents-claude) [ 51%]
evals/skills/test_eval.py::test_skill[deepagents-claude-cluster-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for deepagents-claude) [ 52%]
evals/skills/test_eval.py::test_skill[deepagents-claude-cluster-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for deepagents-claude) [ 54%]
evals/skills/test_eval.py::test_skill[deepagents-claude-cluster-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for deepagents-claude) [ 55%]
evals/skills/test_eval.py::test_skill[deepagents-claude-cluster-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for deepagents-claude) [ 56%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for deepagents-claude) [ 58%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for deepagents-claude) [ 59%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for deepagents-claude) [ 61%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for deepagents-claude) [ 62%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for deepagents-claude) [ 63%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for deepagents-claude) [ 65%]
evals/skills/test_eval.py::test_skill[deepagents-claude-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for deepagents-claude) [ 66%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-cluster-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for deepagents-gemini) [ 68%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-cluster-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for deepagents-gemini) [ 69%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-cluster-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for deepagents-gemini) [ 70%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-cluster-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for deepagents-gemini) [ 72%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-cluster-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for deepagents-gemini) [ 73%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for deepagents-gemini) [ 75%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for deepagents-gemini) [ 76%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for deepagents-gemini) [ 77%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for deepagents-gemini) [ 79%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for deepagents-gemini) [ 80%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for deepagents-gemini) [ 81%]
evals/skills/test_eval.py::test_skill[deepagents-gemini-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for deepagents-gemini) [ 83%]
evals/skills/test_eval.py::test_skill[deepagents-openai-cluster-update-advisor-advisor_healthy_cluster_recommend] SKIPPED (No server for deepagents-openai) [ 84%]
evals/skills/test_eval.py::test_skill[deepagents-openai-cluster-update-advisor-advisor_degraded_operator_warn] SKIPPED (No server for deepagents-openai) [ 86%]
evals/skills/test_eval.py::test_skill[deepagents-openai-cluster-update-advisor-advisor_api_deprecation_block] SKIPPED (No server for deepagents-openai) [ 87%]
evals/skills/test_eval.py::test_skill[deepagents-openai-cluster-update-advisor-advisor_etcd_unhealthy_block] SKIPPED (No server for deepagents-openai) [ 88%]
evals/skills/test_eval.py::test_skill[deepagents-openai-cluster-update-advisor-advisor_errored_checks_escalate] SKIPPED (No server for deepagents-openai) [ 90%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_proposal_olm_batch_check] SKIPPED (No server for deepagents-openai) [ 91%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_cluster_logging_supported] SKIPPED (No server for deepagents-openai) [ 93%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_web_terminal_compat_check] SKIPPED (No server for deepagents-openai) [ 94%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_compliance_operator_status] SKIPPED (No server for deepagents-openai) [ 95%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_ocp_platform_status] SKIPPED (No server for deepagents-openai) [ 97%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_ocp_old_version_extended] SKIPPED (No server for deepagents-openai) [ 98%]
evals/skills/test_eval.py::test_skill[deepagents-openai-product-lifecycle-plc_batch_known_operators_only] SKIPPED (No server for deepagents-openai) [100%]
============================================================================ 12 passed, 60 skipped, 222 deselected in 118.14s (0:01:58) ============================================================================
eval-openai
Container logs$ podman logs -f eval-openai
INFO lightspeed_agentic.config: Resolved LIGHTSPEED_PROVIDER=openai → SDK=openai
INFO lightspeed_agentic.app: Starting app (sdk=openai, model=gpt-5.4, LIGHTSPEED_MODEL=, audit=False)
INFO: Started server process [2]
INFO: Waiting for application startup.
INFO: Application startup complete.
INFO: Uvicorn running on http://0.0.0.0:8080 (Press CTRL+C to quit)
INFO: 192.168.3.101:54266 - "GET /health HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=b6c5ea1e0b66c3f4482b54dd9ce37109)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7fa1365914f0>
DEBUG openai.agents: Setting current trace: no-op
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7fa1365914f0>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7fa136f17fb0>
Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa136593750>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7fa136f17fb0>
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa136593750>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa136593a70>
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa136593a70>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"cluster-update-advisor"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa1350cb6b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa1350cb6b0>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "loaded", "skill_name": "cluster-update-advisor", "path": ".agents/cluster-update-advisor"}
Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa136593700>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa136593700>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa136591590>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa136591590>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/cluster-update-advisor/SKILL.md", "yield_time_ms":1000, "max_output_tokens":4000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa134cb8460>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa134cb8460>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 03eab8
Wall time: 0.0055 seconds
Process exited with code 0
Output:
---
name: cluster-update-advisor
description: Assess OpenShift cluster update (upgrade) readiness and risk. Use when evaluating whether a cluster is safe to update, when an update is available, or when the user asks about update risks, prerequisites, blockers, or best practices.
license: Apache-2.0
---
# Cluster Update Advisor
## Purpose
Assess cluster update readiness and produce a structured risk report with
actio
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa135b9e5d0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa135b9e5d0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa134cb9270>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa134cb9270>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 3 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=23174
INFO lightspeed_agentic: [provider:run] output: {"decision": "recommend", "blockers_found": 0, "warnings_found": 0}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO: 192.168.3.101:54282 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=69016987485887d2bfdee974956ddd31)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7fa134ada6c0>
DEBUG openai.agents: Setting current trace: no-op
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7fa134ada6c0>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7fa1350bbc50>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7fa1350bbc50>
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa134ad90e0>
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa134ad90e0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa134ad9860>
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa134ad9860>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"cluster-update-advisor"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa134ad8b40>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa134ad8b40>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "cluster-update-advisor", "path": ".agents/cluster-update-advisor"}
Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa134ad9680>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa134ad9680>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa134ad8a00>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa134ad8a00>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/cluster-update-advisor/SKILL.md","workdir":"/app/workspace/skills","yield_time_ms":1000,"max_output_tokens":4000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa134cb8280>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa134cb8280>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 9e7b3c
Wall time: 0.0055 seconds
Process exited with code 0
Output:
---
name: cluster-update-advisor
description: Assess OpenShift cluster update (upgrade) readiness and risk. Use when evaluating whether a cluster is safe to update, when an update is available, or when the user asks about update risks, prerequisites, blockers, or best practices.
license: Apache-2.0
---
# Cluster Update Advisor
## Purpose
Assess cluster update readiness and produce a structured risk report with
actio
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa134cb8410>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa134cb8410>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa1350d6580>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa1350d6580>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 3 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=22989
INFO lightspeed_agentic: [provider:run] output: {"decision": "warn", "blockers_found": 0, "degraded_operator_detected": true}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO: 192.168.3.101:42422 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=6f3ebdd7a2684684197dd88c9044b5ba)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7fa134ad8e10>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7fa134ad8e10>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7fa1350bbbf0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7fa1350bbbf0>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa134ad8a50>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa134ad8a50>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa134ada800>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa134ada800>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"cluster-update-advisor"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa1372da990>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa1372da990>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "cluster-update-advisor", "path": ".agents/cluster-update-advisor"}
Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa1350c8a00>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa1350c8a00>
No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa1372da990>
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa1372da990>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/cluster-update-advisor/SKILL.md","workdir":"/app/workspace/skills","yield_time_ms":1000,"max_output_tokens":3000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa1350d63a0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa1350d63a0>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 27eafb
Wall time: 0.0049 seconds
Process exited with code 0
Output:
---
name: cluster-update-advisor
description: Assess OpenShift cluster update (upgrade) readiness and risk. Use when evaluating whether a cluster is safe to update, when an update is available, or when the user asks about update risks, prerequisites, blockers, or best practices.
license: Apache-2.0
---
# Cluster Update Advisor
## Purpose
Assess cluster update readiness and produce a structured risk report with
actio
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa1350c89b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa1350c89b0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa1350d5090>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa1350d5090>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 3 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=23022
INFO lightspeed_agentic: [provider:run] output: {"decision": "block", "blockers_found": 1, "api_blocker_detected": true}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO: 192.168.3.101:42804 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=46e9a39fa87e2c25912f4418dc9c4593)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7fa1365914a0>
DEBUG openai.agents: Setting current trace: no-op
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7fa1365914a0>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7fa134b48050>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7fa134b48050>
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa134ad92c0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa134ad92c0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa134ad8eb0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa134ad8eb0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"cluster-update-advisor"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa134ad98b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa134ad98b0>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa134ad94f0>
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "cluster-update-advisor", "path": ".agents/cluster-update-advisor"}
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa134ad94f0>
No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa134adaad0>
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa134adaad0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/cluster-update-advisor/SKILL.md","workdir":"/app/workspace/skills","yield_time_ms":1000,"max_output_tokens":4000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa134adaa30>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa134adaa30>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: f8ee03
Wall time: 0.0045 seconds
Process exited with code 0
Output:
---
name: cluster-update-advisor
description: Assess OpenShift cluster update (upgrade) readiness and risk. Use when evaluating whether a cluster is safe to update, when an update is available, or when the user asks about update risks, prerequisites, blockers, or best practices.
license: Apache-2.0
---
# Cluster Update Advisor
## Purpose
Assess cluster update readiness and produce a structured risk report with
actio
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa134ad8b90>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa134ad8b90>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa134ad9d60>
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa134ad9d60>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 3 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=23062
INFO lightspeed_agentic: [provider:run] output: {"decision": "block", "etcd_issue_detected": true, "unhealthy_member": "etcd-master-2"}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO: 192.168.3.101:42814 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=eb38975561720c2aebc6a7138409ba4d)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7fa134adbd40>
DEBUG openai.agents: Setting current trace: no-op
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7fa134adbd40>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7fa134b48410>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7fa134b48410>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa1344f4730>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa1344f4730>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa1344f4550>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa1344f4550>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"cluster-update-advisor"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa1344f4910>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa1344f4910>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "cluster-update-advisor", "path": ".agents/cluster-update-advisor"}
Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa1344f46e0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa1344f46e0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa1344f52c0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa1344f52c0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/cluster-update-advisor/SKILL.md", "yield_time_ms":1000, "max_output_tokens":4000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa1344f5590>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa1344f5590>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
Starting turn 3, current_agent=lightspeed
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 6b2b22
Wall time: 0.0053 seconds
Process exited with code 0
Output:
---
name: cluster-update-advisor
description: Assess OpenShift cluster update (upgrade) readiness and risk. Use when evaluating whether a cluster is safe to update, when an update is available, or when the user asks about update risks, prerequisites, blockers, or best practices.
license: Apache-2.0
---
# Cluster Update Advisor
## Purpose
Assess cluster update readiness and produce a structured risk report with
actio
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa134adb5c0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa134adb5c0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa1344f54f0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa1344f54f0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 3 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=21867
INFO lightspeed_agentic: [provider:run] output: {"decision": "escalate", "checks_errored": 7}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO: 192.168.3.101:48774 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=e0a250da20e3bd1f18ccc22e535f17df)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7fa1344f7160>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7fa1344f7160>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7fa1349eee70>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7fa1349eee70>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa1344f7ca0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa1344f7ca0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa1344f7200>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa1344f7200>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa1344f7750>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa1344f7750>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa1344f7c50>
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa1344f7c50>
No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa1344f7ac0>
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa1344f7ac0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"printf 'Using the product-lifecycle skill now; I’ll query the five operators against OCP 4.21.\\n' && sed -n '1,220p' .agents/product-lifecycle/SKILL.md","workdir":"/app/workspace/skills","yield_time_ms":1000,"max_output_tokens":4000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa1344f7ed0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa1344f7ed0>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: d327fe
Wall time: 0.0066 seconds
Process exited with code 0
Output:
Using the product-lifecycle skill now; I’ll query the five operators against OCP 4.21.
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also
Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa1344f7d40>
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa1344f7d40>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa1344f5540>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa1344f5540>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"compliance-operator\",\"version\":\"1.9.0\"},{\"package\":\"cluster-logging\",\"version\":\"6.3.1\"},{\"package\":\"devworkspace-operator\",\"version\":\"0.41.0\"},{\"package\":\"openshi)
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa1344f7b60>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa1344f7b60>
Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 9ab2b2
Wall time: 2.0783 seconds
Process exited with code 0
Output:
{
"ocp_target": "4.21",
"operators_checked": 5,
"lifecycle_unavailable": [
"devworkspace-operator",
"web-terminal"
],
"results": [
{
"package": "compliance-operator",
"requested_version": "1.9",
"product": "compliance operator",
"status": "Full Support",
"ocp_compatible": true,
"phases": [
{
"name": "General availability",
"start_date
Starting turn 4, current_agent=lightspeed
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa1344f7200>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa1344f7200>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa134259130>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa134259130>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 4 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=29989
INFO lightspeed_agentic: [provider:run] output: {"olm_check_ran": true, "operators_checked": 5, "operators_api_tracked_count": 4, "operators_version_tracked_count": 3, "operators_ocp_compatible_count": 2}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO: 192.168.3.101:48788 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=9747efb44cabd523ea6a905a9a9a25f1)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7fa1344f4320>
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7fa1344f4320>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7fa1349ef410>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7fa1349ef410>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa134258c30>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa134258c30>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa134258050>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa134258050>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa13425a9e0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa13425a9e0>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa1342583c0>
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa1342583c0>
No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa13425acb0>
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa13425acb0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/product-lifecycle/SKILL.md && printf '\n---\\n' && rg -n \"cluster-logging|package|compat\" .agents/product-lifecycle -S","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa13425b610>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa13425b610>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 53bbe9
Wall time: 0.0073 seconds
Process exited with code 127
Output:
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use when the user asks about product support status, EOL dates, or lifecycle phases f
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa1342584b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa1342584b0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa13425b9d0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa13425b9d0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"cluster-logging\",\"version\":\"6.5.1\"}]'","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa1342594a0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa1342594a0>
Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 620043
Wall time: 0.4344 seconds
Process exited with code 0
Output:
{
"ocp_target": "4.21",
"operators_checked": 1,
"lifecycle_unavailable": [],
"results": [
{
"package": "cluster-logging",
"requested_version": "6.5",
"product": "logging for Red Hat OpenShift",
"status": "Full Support",
"ocp_compatible": true,
"phases": [
{
"name": "General availability",
"start_date": "N/A",
"end_date": "2026-04-01T0
Starting turn 4, current_agent=lightspeed
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa13425ba20>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa13425ba20>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa13425b2f0>
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa13425b2f0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 4 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=28359
INFO lightspeed_agentic: [provider:run] output: {"product_found": true, "status": "supported", "ocp_compatible": true}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO: 192.168.3.101:38804 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=cfe0b1e4ec45e391cf03b78558be3518)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7fa13425af80>
DEBUG openai.agents: Setting current trace: no-op
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7fa13425af80>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7fa1341b3050>
Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa13407d810>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7fa1341b3050>
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa13407d810>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa13407d720>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa13407d720>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa13407dd60>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa13407dd60>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa13407d7c0>
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa13407d7c0>
No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa13407e440>
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa13407e440>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/product-lifecycle/SKILL.md && printf '\\n---\\n' && rg -n \"web-terminal|compat|ocp|openshift|lifecycle\" .agents/product-lifecycle -S","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa13407e490>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa13407e490>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 997369
Wall time: 0.0062 seconds
Process exited with code 127
Output:
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use when the user asks about product support status, EOL dates, or lifecycle phases f
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa13407e210>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa13407e210>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa13407d810>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa13407d810>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"web-terminal\",\"version\":\"1.16.0\"}]'","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa13407ef30>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa13407ef30>
Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 5238eb
Wall time: 0.5213 seconds
Process exited with code 0
Output:
{
"ocp_target": "4.21",
"operators_checked": 1,
"lifecycle_unavailable": [
"web-terminal"
],
"results": [
{
"package": "web-terminal",
"requested_version": "1.16",
"error": "version 1.16 not tracked",
"available_versions": [
"1.10",
"1.11",
"1.12",
"1.13",
"1.14",
"1.15",
"1.5",
"1.6",
"1.7",
"1.8",
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
Starting turn 4, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa13425b9d0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa13425b9d0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa13407dbd0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa13407dbd0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"web-terminal\"}]'","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa13407e080>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa13407e080>
Turn 4 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: d45dc9
Wall time: 1.0215 seconds
Process exited with code 0
Output:
{
"ocp_target": "4.21",
"operators_checked": 1,
"lifecycle_unavailable": [],
"results": [
{
"package": "web-terminal",
"product": "web terminal operator",
"available_versions": [
"1.10",
"1.11",
"1.12",
"1.13",
"1.14",
"1.15",
"1.5",
"1.6",
"1.7",
"1.8",
"1.9"
]
}
]
}
Starting turn 5, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa13407d7c0>
DEBUG openai.agents: Starting turn 5, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa13407d7c0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa13407f2a0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa13407f2a0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"for v in 1.10 1.11 1.12 1.13 1.14 1.15; do python3 .agents/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators \"[{\\\"package\\\":\\\"web-terminal\\\",\\\"version\\\":\\\"$v\\\"}]\"; echo '---'; done","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa13407f2f0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa13407f2f0>
Turn 5 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 5 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 766140
Wall time: 3.3336 seconds
Process exited with code 0
Output:
{
"ocp_target": "4.21",
"operators_checked": 1,
"lifecycle_unavailable": [],
"results": [
{
"package": "web-terminal",
"requested_version": "1.10",
"product": "web terminal operator",
"status": "End of life",
"ocp_compatible": false,
"phases": [
{
"name": "General availability",
"start_date": "N/A",
"end_date": "2024-04-02T00:00:00.00
Starting turn 6, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa13407df40>
DEBUG openai.agents: Starting turn 6, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa13407df40>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa13407f6b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa13407f6b0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 6 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 6 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=46360
INFO lightspeed_agentic: [provider:run] output: {"product_found": true, "has_supported_version_for_421": false}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO: 192.168.3.101:38808 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=5aab75ffbde32aa8487ee2a398f3f5a2)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7fa13407c500>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7fa13407c500>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7fa12ffe5f10>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7fa12ffe5f10>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fd51040>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fd51040>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa134adbfc0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa134adbfc0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fd51630>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fd51630>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fd50fa0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fd50fa0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fd51720>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fd51720>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/product-lifecycle/SKILL.md && printf '\\n---\\n' && rg -n \"compliance-operator|lifecycle|package\" .agents/product-lifecycle -S","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fd523a0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fd523a0>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 63ed7b
Wall time: 0.0055 seconds
Process exited with code 127
Output:
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use when the user asks about product support status, EOL dates, or lifecycle phases f
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa13407fbb0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa13407fbb0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fd51a90>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fd51a90>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py olm-check --operators '[{\"package\":\"compliance-operator\",\"version\":\"1.9.0\"}]'","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fd52580>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fd52580>
Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: b8f214
Wall time: 0.0426 seconds
Process exited with code 2
Output:
usage: plc_lookup.py olm-check [-h] --ocp OCP --operators OPERATORS
plc_lookup.py olm-check: error: the following arguments are required: --ocp
Starting turn 4, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa13407eb20>
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa13407eb20>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fd52440>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fd52440>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py products \"compliance operator\"","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fd51b30>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fd51b30>
Turn 4 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: c40d01
Wall time: 0.2636 seconds
Process exited with code 0
Output:
{
"results": [
{
"product": "compliance operator",
"former_names": [
"Compliance Operator"
],
"package": "compliance-operator",
"version": "1.8",
"status": "End of life",
"ocp_versions": [
"4.12",
"4.14",
"4.16",
"4.17",
"4.18",
"4.19",
"4.20",
"4.21"
],
"phases": [
{
"na
Starting turn 5, current_agent=lightspeed
DEBUG openai.agents: Starting turn 5, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fd52940>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fd52940>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fd52760>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fd52760>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 5 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 5 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=36197
INFO lightspeed_agentic: [provider:run] output: {"product_found": true, "status": "supported"}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO: 192.168.3.101:44548 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=55b8f1d0b4a2736b4203f090de14c0bd)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7fa12fd52b20>
DEBUG openai.agents: Setting current trace: no-op
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7fa12fd52b20>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7fa12c63d430>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7fa12c63d430>
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fc68870>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fc68870>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fd52f80>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fd52f80>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fc68dc0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fc68dc0>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fc687d0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fc687d0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fc694f0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fc694f0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/product-lifecycle/SKILL.md && printf '\\n---\\n' && rg -n \"\" .agents/product-lifecycle -g '!SKILL.md'","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fc68e10>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fc68e10>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 675333
Wall time: 0.0069 seconds
Process exited with code 127
Output:
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use when the user asks about product support status, EOL dates, or lifecycle phases f
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fd52f80>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fd52f80>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fc69270>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fc69270>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py products \"Red Hat OpenShift Container Platform\"","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fc69f40>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fc69f40>
Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
Starting turn 4, current_agent=lightspeed
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 748897
Wall time: 0.2877 seconds
Process exited with code 0
Output:
{
"results": [
{
"product": "Red Hat OpenShift Container Platform",
"former_names": [
"OpenShift Container Platform",
" OpenShift Container Platform 3",
" OpenShift Container Platform 4"
],
"package": null,
"version": "4.22",
"status": "Full Support",
"ocp_versions": [],
"phases": [
{
"name": "General availability",
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fd527b0>
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fd527b0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fc68ff0>
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fc68ff0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 4 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=40214
INFO lightspeed_agentic: [provider:run] output: {"product_found": true, "status": "supported"}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO: 192.168.3.101:56294 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=09c0669cc03804fa4b459cdff1dbc55d)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7fa12fc68c80>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7fa12fc68c80>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7fa12fcacbf0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7fa12fcacbf0>
Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fc6be30>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fc6be30>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fc6a6c0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fc6a6c0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fc6bfc0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fc6bfc0>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
Starting turn 2, current_agent=lightspeed
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fc6bde0>
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fc6bde0>
No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fc6bb60>
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fc6bb60>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/product-lifecycle/SKILL.md && printf '\\n---\\n' && rg -n \"\" .agents/product-lifecycle -g '!SKILL.md'","workdir":"/app/workspace/skills","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fae0eb0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fae0eb0>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 62f175
Wall time: 0.0050 seconds
Process exited with code 127
Output:
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use when the user asks about product support status, EOL dates, or lifecycle phases f
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fc6ba20>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fc6ba20>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fae14a0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fae14a0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py products \"Red Hat OpenShift Container Platform\"","workdir":"/app/workspace/skills","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fae1a40>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fae1a40>
Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: d513b7
Wall time: 0.2834 seconds
Process exited with code 0
Output:
{
"results": [
{
"product": "Red Hat OpenShift Container Platform",
"former_names": [
"OpenShift Container Platform",
" OpenShift Container Platform 3",
" OpenShift Container Platform 4"
],
"package": null,
"version": "4.22",
"status": "Full Support",
"ocp_versions": [],
"phases": [
{
"name": "General availability",
Starting turn 4, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fc69220>
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fc69220>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fae0be0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fae0be0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 4 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=40123
INFO lightspeed_agentic: [provider:run] output: {"product_found": true, "status": "extended"}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO: 192.168.3.101:55724 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO lightspeed_agentic: [agent] Starting query (model=gpt-5.4, provider=openai, trace_id=6c0d0e2a1525ffbf982eaef0b7d39dd2)
Tracing is disabled. Not creating trace Agent workflow
DEBUG openai.agents: Tracing is disabled. Not creating trace Agent workflow
Setting current trace: no-op
DEBUG openai.agents: Setting current trace: no-op
Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7fa12fae1f90>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TaskSpanData object at 0x7fa12fae1f90>
Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7fa12ffe5b50>
Starting turn 1, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fae31b0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.AgentSpanData object at 0x7fa12ffe5b50>
DEBUG openai.agents: Starting turn 1, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fae31b0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fae0cd0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fae0cd0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: load_skill({"skill_name":"product-lifecycle"})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fae2ee0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fae2ee0>
Turn 1 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 1 complete, next_step type=NextStepRunAgain
Starting turn 2, current_agent=lightspeed
INFO lightspeed_agentic: [provider:run] tool_result: {"status": "already_loaded", "skill_name": "product-lifecycle", "path": ".agents/product-lifecycle"}
DEBUG openai.agents: Starting turn 2, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fae3160>
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fae3160>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fae3930>
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fae3930>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"cat .agents/product-lifecycle/SKILL.md","yield_time_ms":10000,"max_output_tokens":12000})
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"if [ -f AGENTS.md ]; then cat AGENTS.md; fi","yield_time_ms":10000,"max_output_tokens":12000})
Processing output item type=function_call class=ResponseFunctionToolCall
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fae3a70>
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12f710870>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fae3a70>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12f710870>
Turn 2 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 2 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 37943d
Wall time: 0.0058 seconds
Process exited with code 0
Output:
---
name: product-lifecycle
description: Query Red Hat Product Life Cycle data for support phases, end-of-life dates, and OpenShift version compatibility. Use when evaluating whether installed operators or layered products are supported on a given OCP version, approaching end of life, or need upgrading before a cluster upgrade. Also use when the user asks about product support status, EOL dates, or lifecycle phases for
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 73de07
Wall time: 0.0029 seconds
Process exited with code 0
Output:
Starting turn 3, current_agent=lightspeed
DEBUG openai.agents: Starting turn 3, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fae3200>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fae3200>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fae3750>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fae3750>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py olm-check --ocp 4.21 --operators '[{\"package\":\"cluster-logging\"},{\"package\":\"web-terminal\"}]'","yield_time_ms":10000,"max_output_tokens":20000})
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fae3110>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12fae3110>
Turn 3 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 3 complete, next_step type=NextStepRunAgain
Starting turn 4, current_agent=lightspeed
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 324362
Wall time: 1.0772 seconds
Process exited with code 0
Output:
{
"ocp_target": "4.21",
"operators_checked": 2,
"lifecycle_unavailable": [],
"results": [
{
"package": "cluster-logging",
"product": "logging for Red Hat OpenShift",
"available_versions": [
"5.0",
"5.1",
"5.2",
"5.3",
"5.4",
"5.5",
"5.6",
"5.7",
"5.8",
"5.9",
"6.0",
"6.1",
"6.2",
DEBUG openai.agents: Starting turn 4, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fae33e0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fae33e0>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12f7114a0>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12f7114a0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py products \"logging for Red Hat OpenShift\" --ocp 4.21","yield_time_ms":10000,"max_output_tokens":20000})
INFO lightspeed_agentic: [provider:run] tool_use: exec_command({"cmd":"python3 .agents/product-lifecycle/scripts/plc_lookup.py products \"web terminal operator\" --ocp 4.21","yield_time_ms":10000,"max_output_tokens":20000})
Processing output item type=function_call class=ResponseFunctionToolCall
Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
DEBUG openai.agents: Processing output item type=function_call class=ResponseFunctionToolCall
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12f710910>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12f710910>
Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12f710c30>
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.FunctionSpanData object at 0x7fa12f710c30>
Turn 4 complete, next_step type=NextStepRunAgain
DEBUG openai.agents: Turn 4 complete, next_step type=NextStepRunAgain
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 37d1cc
Wall time: 0.8261 seconds
Process exited with code 0
Output:
{
"results": [
{
"product": "logging for Red Hat OpenShift",
"former_names": [
"Red Hat OpenShift Logging"
],
"package": "cluster-logging",
"version": "6.6",
"status": "Full Support",
"ocp_versions": [
"4.20",
"4.21",
"4.22"
],
"phases": [
{
"name": "General availability",
"start_date": "N/A",
INFO lightspeed_agentic: [provider:run] tool_result: Chunk ID: 59e22b
Wall time: 0.4189 seconds
Process exited with code 0
Output:
{
"results": [
{
"product": "web terminal operator",
"former_names": [
"Red Hat OpenShift Web Terminal Operator",
"Web Terminal Operator"
],
"package": "web-terminal",
"version": "1.15",
"status": "Full Support",
"ocp_versions": [
"4.20"
],
"phases": [
{
"name": "General availability",
"start_date": "N/A",
Starting turn 5, current_agent=lightspeed
Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fae2a80>
DEBUG openai.agents: Starting turn 5, current_agent=lightspeed
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.TurnSpanData object at 0x7fa12fae2a80>
No conversation_id available for request
DEBUG openai.agents: No conversation_id available for request
DEBUG openai.agents: Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fae3ca0>
Tracing is disabled. Not creating span <agents.tracing.span_data.ResponseSpanData object at 0x7fa12fae3ca0>
Calling LLM
DEBUG openai.agents: Calling LLM
INFO httpx: HTTP Request: POST https://api.openai.com/v1/responses "HTTP/1.1 200 OK"
Processing output item type=message class=ResponseOutputMessage
DEBUG openai.agents: Processing output item type=message class=ResponseOutputMessage
Turn 5 complete, next_step type=NextStepFinalOutput
DEBUG openai.agents: Turn 5 complete, next_step type=NextStepFinalOutput
Resetting current trace
DEBUG openai.agents: Resetting current trace
INFO lightspeed_agentic: [provider:run] result: cost=$0.0000, tokens=47203
INFO lightspeed_agentic: [provider:run] output: {"check_completed": true, "both_found": true, "any_eol": false}
INFO lightspeed_agentic: [agent] query complete: success=True, cost=$0.0000
INFO: 192.168.3.101:57062 - "POST /v1/agent/run HTTP/1.1" 200 OK
INFO: Shutting down
INFO: Waiting for application shutdown.
INFO: Application shutdown complete.
INFO: Finished server process [2] |
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/verified by @jrangelramos manual test. See prev comment |
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/override "ci/prow/eval" |
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@Cali0707: Overrode contexts on behalf of Cali0707: ci/prow/eval DetailsIn response to this:
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[APPROVALNOTIFIER] This PR is APPROVED This pull-request has been approved by: Cali0707, jhadvig The full list of commands accepted by this bot can be found here. The pull request process is described here DetailsNeeds approval from an approver in each of these files:
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Summary
What changed
Salvaged eval files from #13 (closed) with these fixes applied:
caution→warnto match the decision matrix inupdate-advisor/SKILL.mdplc_lookup.pyreferences from schema descriptions since the CLI doesn't exist on main yet (PR B scope)plc_lookup.pyTest scenarios
update-advisor (5 cases covering the full decision matrix):
advisor_healthy_cluster_recommendrecommendadvisor_degraded_operator_warnwarnadvisor_api_deprecation_blockblockadvisor_etcd_unhealthy_blockblockadvisor_errored_checks_escalateescalateproduct-lifecycle (7 cases covering PLC API queries):
plc_proposal_olm_batch_checkplc_cluster_logging_supportedplc_web_terminal_compat_checkplc_compliance_operator_statusplc_ocp_platform_statusplc_ocp_old_version_extendedplc_batch_known_operators_onlyTest plan
python3 -m pytest evals/ --collect-only -k "update-advisor or product-lifecycle"shows 12 casesbash evals/run.sh -k "update-advisor"bash evals/run.sh -k "product-lifecycle"ls evals/workspace/skills/{update-advisor,product-lifecycle}/SKILL.md/cc @wking
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