I ship production systems end-to-end: multi-agent orchestration, autonomous loops, LLM evaluation, RAG, and workflow automation that replaces manual work. Primary environment is Claude Code and Cursor.

• Multi-agent systems — explicit agent routing, state-machine control, tool execution, autonomous loops, document-aware reasoning
• LLM evaluation & verification — LLM-as-a-judge, regression sets (F1/accuracy), independent verifier patterns, HITL monitoring
• Production discipline — deterministic controls upfront, fail-closed gates, LLM observability, latency & failure handling
• RAG & retrieval — vector search (pgvector, ChromaDB), ingestion of messy PDFs and unstructured text, semantic interfaces
• Agent-native interfaces — MCP servers & clients, structured JSONL protocols, policy-driven CI gates
• Workflow automation — browser-automation recovery flows, Slack-native ops, n8n, event-driven backends

Hosted reviewers want your code on their servers and a per-seat subscription. mergeCraft keeps the review on your own runners: deterministic analyzers first, LLM only on what's left, a second verifier on Critical/Major findings, fail-closed on untrusted PRs.

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Also: PydanticAI · LiteLLM · MCP · Groq/Llama · OpenAI API · Playwright