Equation 25 · Measuring AI Agent Reliability: What the Evidence Actually Supports
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Disclose n , seeds, and decoding settings. Reproducibility failures traced to unreported seeds, prompts, and decoding parameters are not a hypothetical risk; they were the dominant source of disagreement Hochlehnert and colleagues found when re-checking published reasoning-benchmark results [ 5 ] .
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