RAGEvalsData ContractsProduction
RAG in the real world: evals, drift, and data contracts
Building RAG systems that hold up in production requires more than good retrieval. Here's what actually breaks — and how to catch it early.
·5 min read
Research & Writing
Lab Notes
Technical writing on real problems in production AI — evals, orchestration, data engineering, and the messy details that matter.
Entity ResolutionFinanceLLMsData Engineering
Entity resolution for financial instruments: deterministic + probabilistic + LLM assist
Financial data is full of the same entity described dozens of different ways. Here's a layered approach to resolving them reliably.
·6 min read
AgentsOrchestrationObservabilityLLMs
Agent workflows that don't break: orchestration, guardrails, and observability
Multi-agent systems are powerful and brittle. Here's the engineering discipline required to make them reliable in production.
·7 min read