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.
Product explainerRead article
// tag
#auditability
Articles about auditability and its practical role in production agent work.
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.
Product explainerRead article
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