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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Articles about model routing and its practical role in production agent work.
How to Run Claude Code Through Punk as a Governed AI Gateway
Claude stays the developer interface while Punk adds a governed model path and optional runtime tools underneath it.
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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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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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When an AI Agent Should Keep Using the Expensive Model
The most trustworthy agent runtime is not the one that avoids the expensive model most often. It is the one that knows when the work still deserves it.
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