Writing

Notes on software engineering, practical AI, and building reliable products. I write about the decisions behind the work and the details that make systems dependable.

• 23 October 2026Fast responses are not always fresh dataA practical way to review response speed and data freshness as separate concerns in a cached market-data interface.2 min