FAQ
How do you scope a new technical engagement?
I start with a written brief: problem, current stack, known failure modes, and success
criteria. If scope is unclear, I propose a short discovery sprint with a working
prototype and an eval plan.
How do you take LangGraph workflows to production and prevent regressions?
Production LangGraph needs durable state, explicit routing, typed tool failures,
retries, and trace-level observability. I ship it with an eval harness that covers the
failure modes that matter.
How do you build RAG systems that work in production?
I start with diagnostics, not a new vector database. Chunking, hybrid retrieval,
re-ranking, metadata filters, and a frozen eval set usually matter more than changing
embeddings.