Writing

Notes on measurement, ML and AI systems

• What Building a Conversational Shopping Assistant Taught Me About Shipping LLMsThe failures behind a production LLM search assistant, and the engineering habits they forced: evaluation gates, versioning and joined-up observability.1 July 2026