Blog
Notes on running LLM agents in production, and what building Millstream has taught so far.
Latest
Self-improving software starts where the data has labels. Agents write the code, and people still carry production signal back to them. What the backward pass looks like in a running pipeline engine, and what it proves before a change ships. 5 November 2026.
Also worth reading
Why Millstream. Why the work teams build around LLMs deserves a runtime of its own.
Agents in production, a checklist. What to check before an agent step goes live.