How the twelve-layer system maps to GDPR, DORA, NIS2, and SOC2 — with the audit artifacts each layer produces as a side effect of normal development.
Your agent already generates the data to predict its own build failures. How we score plan steps with Bayesian pattern confidence and cascade-risk analysis.
Edit-thrashing is the quiet failure mode of coding agents — A→B→A loops that burn tokens without progress. The hook that stops it, full implementation included.
The complete guardrail stack for running coding agents on production C# — twelve mechanisms, ordered as a maturity model, each with the config that makes it real.
