Why AI-generated changes still create review work even with spec-driven development: proof burden shift, enterprise constraints, auditor fatigue, and invariant-first acceptance.
Porting a JEV email classifier to Microsoft Decision-1 exposed an adapter bug, conflicting business boundaries, and regressions across seven tests.
How a business-unit sponsor can prove enterprise AI value through bounded PoCs, accepted outcomes and full workflow unit economics.
A practical look at Microsoft’s Skill-induced failure findings and how to evaluate SME knowledge, evidence authority, scope, and cost in enterprise agents.
What Agent Skills and SKILL.md do, how they differ from MCP, and how enterprise domain experts can turn practical review know-how into reusable guidance without replacing runtime controls.