Frameworks

How I run delivery

Repeatable models for running delivery in the age of AI; not manifestos, but frameworks I use and refine in practice.

FORGE - AI-augmented SDLC

FORGE (Framework for Orchestrated, Reviewed, & Governed Engineering) is a framework for governing how AI participates in every phase of software delivery; from requirements to deployment, to maintenance; without trading long-term quality for short-term velocity.

14 min read · Updated May 2026