Agent platforms
Turning Database Grading into RL Rewards: Post-Training Agents with ThinkingBox
Our short summary of Hugging Face’s engineering write-up. The full story, with all the detail, is on their blog.
Read the full write-up on huggingface.co (opens in a new tab)Problem
Agents often said they finished tasks even when the database still needed work.
Solution
They created ThinkingBox, a system that runs agents against a real database, checks the final state, and uses that check as a reward signal to fine‑tune the agent.
Success rate rose from 51.70% to 60.78%
Want the architecture, code and numbers? They’re in the original post.
Read the full write-up on huggingface.co (opens in a new tab)
AWS