Insights

Field notes from building automation that has to recover.

Practical writing about the work: what held up, what did not, and the patterns I keep reusing.

Claude agents

Using coding agents without outsourcing engineering judgment

Purposeful subagents, code-enforced hooks, untrusted documents, deterministic scripts, and human approval that is real authority.

Coming next

  • Designing AI workflows that can fail without disappearingQueues, idempotency, visible state, and human recovery paths.
  • What changes when a RAG demo meets a real catalogIngestion freshness, multilingual retrieval, sources, and stock-aware answers.