Enterprise architect building production AI systems, cloud integration, and enterprise workflow automation for regulated operating environments.

My background is in the infrastructure layer where AI, CRM, ERP, and workflow systems converge. The hard problems are not at the demo level — they are in the operational seams: compliance-aware knowledge retrieval, cross-channel context continuity, bi-directional system-of-record synchronisation, and governed AI handoffs.

• Compliance-aware RAG architecture for regulated enterprise environments (FERPA, HIPAA, GDPR, GLBA)
• Governed agentic AI workflows covering OWASP Agentic AI Top 10 2026 and EU AI Act
• Enterprise integration patterns across CRM and ERP platforms
• Multi-agent orchestration across multi-cloud and hybrid environments
• Voice and SMS AI pipeline governance for regulated contact centre deployments

Reference patterns for FERPA/HIPAA/GDPR-compliant retrieval-augmented workflows, context continuity, and governed AI integration. Pre-retrieval enforcement — access control before documents enter the LLM context window. Covers 65+ regulations across 25 jurisdictions. Works with LangChain, LlamaIndex, Haystack, CrewAI, AutoGen, Semantic Kernel, Google ADK.

pip install enterprise-rag-patterns

Pre-execution governance layer for AI agents operating under FERPA, HIPAA, GDPR, CCPA, GLBA, EU AI Act, OWASP Agentic AI Top 10 2026, and 25 jurisdictions. Drop-in adapters for 10 major AI frameworks. Every decision produces a structured audit record with a regulation citation.

pip install regulated-ai-governance

Reliable enterprise integration patterns: event-driven workflows, system-of-record synchronisation, circuit breaker, saga orchestration, transactional outbox, CDC, and Kafka envelope handling. MCP Security Patterns for tool-invocation safety in agentic workflows.

pip install integration-automation-patterns

FERPA-compliant pre-retrieval metadata filter for Haystack RAG pipelines. Enforces 34 CFR § 99 access control before documents are retrieved. Includes GDPR Art. 17 right-to-erasure filter and multi-tenant FERPA enforcement across institution boundaries (§ 99.34).

pip install ferpa-haystack

Compliance enforcement middleware for voice and SMS AI pipelines. Warm transfer state management, TCPA/A2P 10DLC SMS compliance, PII scrubbing, confidence-gated escalation, and HIPAA/FERPA/EU AI Act enforcement. Adapters for Pipecat, LiveKit, and Twilio.

pip install voice-ai-governance

Framework-agnostic confidence-gated escalation middleware for LLM agents. Multi-signal scoring across logprob, verbalized confidence, and tool risk. Threshold policies and escalation handlers for LangChain, CrewAI, AutoGen, and Google ADK.

pip install confidence-escalation

• Every Enterprise AI Framework Has a Compliance Gap — Here's the Architecture That Closes It (dev.to, April 2026)
• FERPA Compliance in RAG Pipelines: Five Rules Your Enterprise System Probably Breaks (dev.to, April 2026)

• Note 01 — Cross-Channel Continuity with Shared Workflow State
• Note 02 — FERPA Boundaries in Retrieval-Augmented Generation
• Note 03 — Context Assembly for Multi-Source Enterprise RAG
• Agentic Security Trends 2026: RAG Retrieval Security in the Age of Autonomous Agents

• Note 01 — Retry-Safe Event Handling and Action Logging
• Note 02 — Idempotency in Enterprise Event Processing
• Note 03 — Sync Boundaries in CRM-ERP Integration
• Note 04 — Observability and Recovery for Enterprise Integration
• Note 05 — CQRS in Enterprise Integration: When to Separate Reads from Writes
• Note 06 — Approval Workflows: When Human Decision Is a First-Class Event
• Note 07 — Backpressure and Retry Storm Prevention
• Note 08 — Schema Evolution: How to Change Event Schemas Without Breaking Consumers
• Note 09 — Process Manager Pattern for Distributed Transaction Coordination
• Note 10 — Temporal Windowing Patterns for Enterprise Event Streams
• Note 11 — Distributed Cache Patterns: When Adding a Cache Makes Things Harder
• Note 12 — API Gateway Patterns: The Six Problems Every Production Gateway Must Solve
• Agentic AI Security Trends 2026: Integration and Tool-Safety Perspective

Silos to Synergy: Practical Strategies for Enterprise AI Integration — Covers compliance-aware AI deployment, multi-system orchestration, and enterprise integration patterns for regulated environments.

• FERPA RAG Compliance Demo — live filtering demonstration on HuggingFace Spaces

• Production RAG deployment with compliance-aware knowledge retrieval across regulated environments
• Enterprise CRM and ERP integration across multiple platforms and generations
• Multi-cloud architecture: AWS, GCP, Azure, OCI
• AI/ML: LLM orchestration, multi-agent systems, agentic workflow governance
• Voice and SMS AI pipelines with TCPA/HIPAA/EU AI Act compliance enforcement
• Cloud-native integration design for regulated and operationally sensitive environments

Production AI systems that stay inside policy boundaries. Enterprise integration that survives operational complexity. Patterns that are platform-agnostic and adoptable across vendor stacks, cloud environments, and regulatory contexts.