龙明
龙明

Agent主循环设计精选21篇

2026-08-31 01:27:08

Agent loop 是所有 harness 的心脏:每一步怎么推进、上下文窗口怎么分配、工具结果怎么回填、什么时候停。这组把 ReAct 等奠基论文和 Codex 这类官方 CLI 的实现拆开讲,还有循环防跑飞、步数控制、失败重试的实战文章。21 篇覆盖从理论到源码,读完基本能回答「为什么同样的模型,有的 agent 稳、有的乱跑」。适合正在写自己 loop 的工程师,选型前对照着看也很有用。
ReAct: Synergizing Reasoning a
ReAct: Synergizing Reasoning a
arXiv论文ReAct
Unrolling the Codex Agent Loop
Unrolling the Codex Agent Loop
OpenAICodex
LangGraph — Low Level Concepts
LangGraph — Low Level Concepts
LangChainLangGraph
Unlocking the Codex Harness: H
Unlocking the Codex Harness: H
OpenAICodex
Hooks – Codex
Hooks – Codex
OpenAICodex
Extended Thinking — Claude API
Extended Thinking — Claude API
Anthropic扩展
Getting started with loops
Getting started with loops
ClaudeAgent循环
Improving Deep Agents with Har
Improving Deep Agents with Har
LangChainDeepAgents
cobusgreyling/loop-engineering
cobusgreyling/loop-engineering
GitHub循环
Tianshi-Xu/Life-Harness
Tianshi-Xu/Life-Harness
GitHub实验
How Middleware Lets You Custom
How Middleware Lets You Custom
LangChain中间件
Agents Learn Their Runtime: In
Agents Learn Their Runtime: In
arXiv论文运行时
Real-Time Deadlines Reveal Tem
Real-Time Deadlines Reveal Tem
arXiv论文实时
A Scheduler-Theoretic Framewor
A Scheduler-Theoretic Framewor
arXiv论文调度
facebookresearch/cca-swebench
facebookresearch/cca-swebench
MetaSWE-bench
The Design Space of Today's an
The Design Space of Today's an
arXiv论文设计
aattaran/deepclaude
aattaran/deepclaude
GitHubDeepSeek
The Coding Harness Behind GitH
The Coding Harness Behind GitH
GitHubCopilotVSCode
statewright/statewright
statewright/statewright
GitHub状态
Introducing dynamic workflows
Introducing dynamic workflows
Claude工作流
ScaleML/AgentSPEX
ScaleML/AgentSPEX
GitHub性能

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