Governing the Ant Farm: A Governance-First Framework for Multi-Agent Software Delivery

Towards AI
Generative AI AI Safety

How the Dynamic OODA loop, release train engineering, and structured learning loops converge in a practical harness for AI agent fleets The promise of agentic AI in software delivery is seductive: autonomous agents writing code, running tests, deploying to production. The reality, for anyone who has actually tried to orchestrate multiple agents on a non-trivial codebase, is considerably messier. Agents hallucinate. They drift from architectural intent. They make locally rational decisions that are globally incoherent.