Ship with AI agents, safely and repeatably.

Proof-of-work, not hype. For ~26 years I've shipped production software. Today I run fleets of AI coding agents in production under real discipline, a five-role agent team, orchestrator-first, with a human gate at every step.

That discipline is the point: test-first enforced by a QA gate, capability-sliced least-privilege tools, adversarial review that blocks on real findings, and every decision written down as an ADR. A repeatable SDLC, not a pile of prompts.

I teach engineering teams to do the same on their own codebase, and I name the limits: where agents help, where they don't, and when to keep a human in the loop. Every claim here is backed by code you can read.