Python production-grade.

Agentic / multi-agent architecture; orchestration (LangGraph or equivalent), typed state, tool contracts; context and prompt engineering; evaluation engineering.

Demonstrable judgment on deterministic versus probabilistic system design you can point to systems where you deliberately kept the model out of the critical path.

RAG and code/knowledge-graph design; retrieval-pipeline design and tuning.

Production LLM systems at scale on AWS (Bedrock) or equivalent.

Evaluation harnesses: golden sets, confidence calibration, regression suites that gate model and prompt changes.

Spec-driven development; power user of AI coding agents (Claude Code, Cursor, Codex).

Outstanding written and verbal articulation.

AI Architect

Key skills

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