LoongFlow: Directed Evolutionary Search via a Cognitive Plan-Execute-Summarize Paradigm
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2512.24077
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Xunan Dai
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🥇 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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about 22 hours ago
🥇 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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Beyond Brute Force: Why LoongFlow is the “Thinking” Evolution of OpenEvolve
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