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Tool-Call Accuracy Is Lying to You: A Four-Layer Eval Stack for Agents

Tool-selection accuracy logs 1.0 while the task fails. Here's why one number hides three different failures, and the four-layer eval stack I rebuilt to find the actual root cause.

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Timeline cronologica

  1. mercoledì 3 giugno 2026·dev.to

    Tool-Call Accuracy Is Lying to You: A Four-Layer Eval Stack for Agents

    Tool-selection accuracy logs 1.0 while the task fails. Here's why one number hides three different failures, and the four-layer eval stack I rebuilt to find the actual root cause.

  2. mercoledì 3 giugno 2026·dev.to

    Function-calling eval was a 2024 problem. Tool-using agents are the 2026 one.

    Tool-selection accuracy logs 1.0 while the task fails. Here's why one number hides three different failures, and the four-layer eval stack I rebuilt to find the actual root cause.