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Tuhin Kundu
tuhink
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TuhinKundu
tuhinkundu
AI & ML interests
Vision, language, machine learning systems
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upvoted
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about 12 hours ago
Turning Database Grading into RL Rewards: Post-Training Agents with ThinkingBox
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about 16 hours ago
ThinkingBox from @microsoft is now available as an OpenEnv env (cc @tuhink🤗 )! > ThinkingBox is a sandbox for testing agents on business workflows. it simulates a customer, gives the agent MCP tools over a real database, and at the end checks what changed in that database instead of trusting the agent's last message > ThinkingBox-Bench is the benchmark built on it: 507 tasks across retail, insurance, travel, banking and consulting > the OpenEnv env runs each task as an episode in its own isolated backend and returns a pass/fail reward from those checks https://huggingface.co/blog/microsoft/thinkingbox
published
an
article
about 17 hours ago
Turning Database Grading into RL Rewards: Post-Training Agents with ThinkingBox
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tuhink
's datasets
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tuhink/cambench_optical_flow
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Nov 15, 2025
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282
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30
tuhink/cambench_binary_eval
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Updated
Oct 22, 2025
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393
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342
tuhink/hacking-rewards-mistral
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Dec 21, 2024
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555k
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12
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1
tuhink/hacking-rewards-gemma
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Dec 20, 2024
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77k
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16
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1
tuhink/hacking-rewards
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Dec 20, 2024
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77k
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16