牛哥精选 · 三个月

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🤖 AI·大模型 Dev.to 2026-06-04

The End of Manual Prompt Engineering: How Genetic-Pareto Prompt Evolution (GEPA) Self-Optimizes AI Agents

告别手动调优！GEPA算法融合遗传进化与帕累托优化，让AI Agent自动进化提示词，效率飞升。

If you have spent any time building production-grade LLM applications, you know the dirty secret of the industry: prompt engineering is a vibe-based u…

提示工程遗传算法帕累托优化 ai agent 自我优化

📝 深度技术 arXiv AI 2026-05-29

Evolve as a Team: Collaborative Self-Evolution for LLM-based Multi-Agent Systems

探索LLM多智能体系统如何通过协作机制实现团队级自我进化，提升整体性能与适应能力

arXiv:2605.29790v1 Announce Type: cross Abstract: LLM-based multi-agent systems (MAS) have emerged as an effective paradigm for complex and long-horiz…

多智能体系统 llm 协作进化团队学习自我优化

🔓 开源项目 Hacker News AI 2026-05-19

Polis – a Markdown protocol for AI agent teams that get better over time

用Markdown文件驱动多模型AI代理协作，实现任务路由与自我优化，让团队越用越强

Article URL: https://github.com/yehudalevy-collab/polis-protocol Comments URL: https://news.ycombinator.com/item?id=48171752 Points: 2 # Comments: 0

ai代理多代理协调 markdown协议自优化任务路由

📅 日期

2026-05-20 2026-05-19

🐂 牛哥精选

The End of Manual Prompt Engineering: How Genetic-Pareto Prompt Evolution (GEPA) Self-Optimizes AI Agents

Evolve as a Team: Collaborative Self-Evolution for LLM-based Multi-Agent Systems

Polis – a Markdown protocol for AI agent teams that get better over time

📅 日期