The Strongest Agent Control Is Reversibility
Approval protects the moment of action. Reversibility protects what happens after. Classify agent work by whether you can undo it, and review earns a real target.
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Articles about auditability and its practical role in production agent work.
How to Audit an AI Agent Routing Decision
When an agent takes a shortcut, operators should not have to guess why. A useful receipt explains the decision in plain language.
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How to Run Codex Through Punk Without Replacing the Codex Harness
Keep the coding experience your engineers know while adding governed model routing, evidence, cost controls, and safer optimization underneath it.
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The Agent Stack Needs Three Contracts
Intelligence is becoming abundant. The scarce infrastructure is the layer that makes perception, authority, and adaptation inspectable.
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What Is Punk Chorus? Governed Multi-Model Reasoning With Receipts
A harder question should not automatically trigger an expensive model panel. Chorus spends selectively, verifies claims, and records why an answer was allowed to leave.
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Why Every AI Agent Shortcut Needs an Explanation
If a runtime cannot tell you why it took the cheaper path, the savings number is not a reason to trust it.
Operating guideRead article