The Dangers of a Toxic Cloud: When Metrics Deceive and Reality Fails.

There is a specific moment in the life of every agent team that nobody puts on the roadmap. You build an eval suite. It catches real bugs. You wire it into CI as a release gate. The dashboard goes green. And then, somewhere over the next three months, the green stops meaning anything — while everyon

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