# Turning Database Grading into RL Rewards: Post-Training Agents with ThinkingBox

Source: https://huggingface.co/blog/microsoft/thinkingbox-training
Published: 2026-10-22
Status: unreviewed source report

## Source excerpt (up to 25 words)

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## Review question

Compare accepted end-to-end outcomes, tool permissions, intervention rate, recovery behavior and total cost on the same workload. A polished demo does not establish unattended reliability.

No independent proof check or claim of peer review.