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Microsoft and Hugging Face released ThinkingBox, a tool that uses database state checks as rewards to train AI agents. The system improved Qwen3.8-27B average success from 51.70% to 60.78% after 50 GRPO steps. While pass@20 attempts rose from 38 to 107, the model gained reliability by reducing hallucinations in specific domains like auto insurance.
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