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Matt Wolfe's detector build shows why coding-agent demos need cost and accuracy checks

Wolfe documents a long-running Codex build that needed repeated debugging and an external detector API. His published repository calls the scanner experimental and explicitly says its tests have not established general detection reliability.

Published Updated 2 sources

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Matt Wolfe

Read the original: Build walkthrough, stalled runs and deployment-cost constraints

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