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ThinkingBox
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- 23 OctThinkingBox uses database checks as RL rewards to improve agent performance
Hugging Face and Microsoft describe ThinkingBox, a system that grades agents by comparing final database state with expected outcomes and uses those executable checks as rewards for post-training. Applied to Qwen3.8-27B, this approach raised average success from 51.70% to 60.78% and increased fully correct task runs from 38 to 107 with 50 GRPO steps.
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