Short, practical writes from the people running real implementations: the workflows we mapped, the failures we debugged, and the patterns that survived contact with reality.
What a discovery actually produces: and why the mapping, not the model, is where the return is decided.
Read the note →HR, PM, coding, IT, finance, sales, procurement, legal: different work, same telemetry and ledger underneath.
Read the note →Cost, performance, compliance: and the freedom to replace the model when the job changes. No lock-in, not even from us.
Read the note →Why grounding beats memorising, and the retrieval patterns that decide whether a knowledge agent answers or hallucinates.
Read the note →Every note here is a pattern we've shipped. The fastest way to test one is a scoped first agent in your stack.
Start a scoped agent →