Agents

Proof of concept: human-approved incident remediation with bounded authority and an observable execution trail.

Prototype: keeps coding-agent dispatch decisions in versioned repository state instead of chat history.

Experimental: treats structured output and tool use as validation boundaries, not prompting conventions.

Experimental: makes the ReAct loop typed, bounded, and observable, including how it stops.

I set out to answer a simple question: does wrapping a model in an orchestration loop improve its answers? The idea was to put the scientific method around the model: generate an answer, test it, inspect the failure, and revise. I never got a clean answer. I learned something more useful instead: I couldn’t govern even this small system until I could independently verify its behavior. Several apparent model failures were something else: a token ceiling, a serving default, an uneven comparison, or a bug in my control flow. The score told me that a model had failed. It rarely told me which part of the system had failed or why. ...