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2609.24974v1 arXiv License Google

Harness-Zero：透過代理人即Harness進行Harness蒸餾

Harness-Zero: Harness Distillation via Agent-as-Harness

Ye, Haoran、Lu, Yuxing、Dong, Haonan、Su, Zhaochen、Song, Guojie

LLMKnowledge DistillationAgentHarnessLLM-as-JudgeSynthetic DataSelf-Evolution
arXiv 1
Liang-Hsun Huang 許願
2609.00829v1 arXiv License

HarnessEvolve：從參考軌跡學習，實現可靠的代理自我演化

HarnessEvolve: Learning from Reference Trajectories for Reliable Agent Self-Evolution

Wen Jiang、Mingmin Chu、Yimeng Tian、Qianxin Zhang、Haofei Yang、Rui Yang、Yang Liu、Tao Lv、Fangming Li（華為技...

AI AgentSelf-EvolutionHarness OptimizationCredit AssignmentMulti-AgentLLM Agent
arXiv 1
Liang-Hsun Huang 許願
2604.15034v2 CC BY 4.0 Google

Autogenesis：自我演化的智能體協定

Autogenesis A Self-Evolving Agent Protocol

Wentao Zhang, Zhe Zhao, Haibin Wen, Yingcheng Wu, Ming Yin, Bo An, Mengdi Wang

AgentSelf-EvolutionProtocolLLMMulti-AgentTool UseMCP
arXiv 58
Teds Lin 許願
2604.18131v1 CC BY 4.0

訓練 LLM 智能體透過世界知識探索實現自發、無獎勵的自我演化

Training LLM Agents for Spontaneous Reward-Free Self-Evolution via World Knowledge Exploration

Qifan Zhang, Dongyang Ma, Tianqing Fang, Jia Li, Jing Tang, Nuo Chen, Haitao Mi, Yan Wang

LLMAgentSelf-EvolutionReinforcement LearningWeb Agent世界知識
arXiv 101
Teds Lin 許願