
Context, Loop, and Graph engineering
August 4, 2026•14 min read
They are nested layers, not rival techniques. What each one does, when it's enough, and when to reach for the next.
4 posts

They are nested layers, not rival techniques. What each one does, when it's enough, and when to reach for the next.

The measurement machinery for AI agents: a self-test against your own past, a PM dashboard you refresh in one command, and the role-by-role setup that makes ROI real.

Measuring AI agent ROI without fooling yourself: outcomes over activity, how to catch an agent going bad, and why product teams and outsourcing teams count it differently

The files, context, and workflow that turn an AI coding agent into consistent, reviewable output — set up once, for both Claude Code and Copilot.