何が起きたか: The Agent Said It Was Done. The Database Disagreed.

Microsoft ThinkingBox grades AI agents on actual database changes, not just tool calls, revealing that 67% of failed attempts still looked successful.

なぜ重要か: The Agent Said It Was Done. The Database Disagreed.

Enterprise engineers deploying AI agents for stateful workflows like customer service, refunds, or ticketing need to measure real outcomes, not just response quality.

注意点: The Agent Said It Was Done. The Database Disagreed.

Pass@1 scores hide consistency problems. Claude Opus 5.5 and GPT-6 Astra retain 71-78% reliability across 20 runs, while others drop to 8%, making single-attempt benchmarks misleading.

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The Agent Said It Was Done. The Database Disagreed.

Hugging Face · 公開日 2026年10月3日 · 読了3分

30秒で要点

何が起きたか: Microsoft ThinkingBox grades AI agents on actual database changes, not just tool calls, revealing that 67% of failed attempts still looked successful.
なぜ重要か: Enterprise engineers deploying AI agents for stateful workflows like customer service, refunds, or ticketing need to measure real outcomes, not just response quality.
注意点: Pass@1 scores hide consistency problems. Claude Opus 5.5 and GPT-6 Astra retain 71-78% reliability across 20 runs, while others drop to 8%, making single-attempt benchmarks misleading.

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