Writing
Essays and open-source releases from the team. No hot takes, no vendor pitch — just data and patterns from systems we run ourselves.
Lazy skill loading for agent systems. Claude Skills are useful when loaded on demand, expensive when loaded up front. context-steward is the npm package that solves the second problem without breaking the first.
Per-job quality scores in multi-agent systems almost always land around 85%. That number is telling you something different than you think it is. 4,600+ scored executions from our own production, and the pattern we found.