Work

Everything here is something I built and ran, not a tutorial project. The posts on this site are mostly about how these broke.

cc-hybrid-multiagent

A self-improving multi-agent framework: pinned judge, cross-check on a second model family, regression gate that refuses a single-repeat run, and an autonomy ladder that starts at HOLD.

evaluation · autonomy · governance

macstudio-local-agents

A fully local agent stack on Apple Silicon. Container-isolated harness, in-process PII masking before any trace leaves the box, and an intake gate where review is the default state rather than a phase.

local LLM · security · PII