34 lines
1.2 KiB
Markdown
34 lines
1.2 KiB
Markdown
---
|
||
title: "Self-Evolving Agents (自进化 Agent)"
|
||
created: 2026-05-29
|
||
updated: 2026-05-29
|
||
type: concept
|
||
tags: ["agent", "self-evolution", "autonomy"]
|
||
sources: ["https://arxiv.org/abs/2406.18532"]
|
||
---
|
||
|
||
# Self-Evolving Agents (自进化 Agent)
|
||
|
||
**Self-Evolving Agents** 是 [[agent-symbolic-learning|Agent Symbolic Learning]] 的终极目标：Agent 部署后从经验中**自主学习和更新**所有符号组件（prompts, tools, pipeline）。
|
||
|
||
## 核心能力
|
||
|
||
- **从经验中学习**：[[language-loss|Language Loss]] 不需要 ground-truth
|
||
- **自我更新**：[[symbolic-backpropagation|Symbolic BP]] + Optimizer 自动修改组件
|
||
- **适应新环境**：面对新任务自动调整
|
||
|
||
## 自进化方法谱系
|
||
|
||
| 方法 | 进化对象 | 方式 |
|
||
|------|------|------|
|
||
| **Agent Symbolic Learning** (2024) | 所有符号组件 | Symbolic BP + LG |
|
||
| [[yang-skillopt-2026\|SkillOpt]] (2026) | Skill 文档 | Text-Space Optimizer |
|
||
| [[heuristic-learning\|Heuristic Learning]] | Agent 代码 | 代码自进化 |
|
||
| EvoSkill | Skill 文件夹 | 启发式更新 |
|
||
|
||
## 相关
|
||
|
||
- [[agent-symbolic-learning]] — 实现框架
|
||
- [[skillopt]] — 工程化深化
|
||
- [[heuristic-learning]] — 范式推广
|