🥇 23 Kaggle Gold Medals. One Agent Framework.
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🥇 23 Kaggle Gold Medals. One Agent Framework.
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Introducing LoongFlow: A Thinking & Learning Framework for Expert-Grade AI Agents.
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Introducing LoongFlow: A Thinking & Learning Framework for Expert-Grade AI Agents.
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Unlike traditional evolve agents(like OpenEvolve-Style), LoongFlow implements the PES (Plan-Execute-Summary) paradigm to learn from mistakes and avoid local optima.
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Unlike traditional evolve agents(like OpenEvolve-Style), LoongFlow implements the PES (Plan-Execute-Summary) paradigm to learn from mistakes and avoid local optima.
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🚀 Highlights: 
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🚀 Highlights: 
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* SOTA: Surpassed human mathematicians on 11 geometry/algebra problems. 
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* SOTA: Surpassed human mathematicians on 11 geometry/algebra problems. 
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* 23 Kaggle Gold Medals on MLE Bench.
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* 23 Kaggle Gold Medals on MLE Bench.
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* Efficiency: 60% more efficient than current baselines. 
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* Efficiency: 60% more efficient than current baselines. 
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🔗 Code & Paper: 
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🔗 Code & Paper: 
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https://github.com/baidu-baige/LoongFlow
https://github.com/baidu-baige/LoongFlow
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LoongFlow: Directed Evolutionary Search via a Cognitive Plan-Execute-Summarize Paradigm (2512.24077)
https://huggingface.co/papers/2512.24077
2512.24077
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https://huggingface.co/papers/2512.24077
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#AutoML #Kaggle #Agents #OpenSource #LLM
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#AutoML #Kaggle #Agents #OpenSource #LLM
🥇 23 Kaggle Gold Medals. One Agent Framework.

Introducing LoongFlow: A Thinking & Learning Framework for Expert-Grade AI Agents.

Unlike traditional evolve agents(like OpenEvolve-Style), LoongFlow implements the PES (Plan-Execute-Summary) paradigm to learn from mistakes and avoid local optima.

🚀 Highlights: 
* SOTA: Surpassed human mathematicians on 11 geometry/algebra problems. 
* 23 Kaggle Gold Medals on MLE Bench.
* Efficiency: 60% more efficient than current baselines. 

🔗 Code & Paper: 
https://github.com/baidu-baige/LoongFlow
https://huggingface.co/papers/2512.24077

#AutoML #Kaggle #Agents #OpenSource #LLM
🔥
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