The Agent’s Word Is Not Enough: External Validation in the Agentic Governance Stack
An agent that runs its own tests and reports on its own results is the oldest closed verification loop in software engineering. The final layer…
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Exit Code 2: How Claude Hooks Turn Agentic Rules Into Runtime Barriers
Documented rules don't stop a confident subagent. Hooks do. The runtime-enforcement layer of the agentic governance stack — what a protected-branch guard actually looks like…
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CLAUDE.md Is Not Enough: The Governance Stack for Agentic Development
The standard advice for governing AI coding agents is to write a good CLAUDE.md. That answers orientation. It does not answer governance, error rates, or…
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