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February 24, 2026

Don't Ditch AGENTS.md — Fix What's In It

Research shows AGENTS.md context files reduce coding agent success rates and increase token cost by over 20%. But the problem isn't AGENTS.md itself — it's context bloat. Treating AGENTS.md as a cache for ambiguity resolution and expensive inferences makes AI coding agents faster and cheaper.

February 21, 2026

Agentic AI is reintroducing ClickOps

We spent a decade eliminating ClickOps with Infrastructure as Code. Now AI agents with direct write access to production are reintroducing the same risks — non-deterministic mutations, state drift, and broken audit trails — at machine speed.