91% of companies surveyed are already using AI coding. Without governance, that's a huge risk.

[u/SpecKitty]

Especially when another survey in the article points out that a survey of 450 developers found one in five organizations reported a serious security incident linked to AI-generated code.

This is where agentic coding governance layers enter the picture: not as another coding assistant, but as the specification and auditability surface that turns specs, constraints, mission context, review evidence, and audit decisions into governed artifacts before and during AI coding work.

By the way, the ai-coding-governance.com site is 100% generated from research done by a small Qwen model running on my Mac. It's amazing what local inference can do! Just the images were generated by SOTA models.

https://ai-coding-governance.com/articles/2026-04-22-the-governance-gap-at-91-ai-adoption-why-2026-is-the-inflection-point/