
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

arXiv论文ReAct
Unrolling the Codex Agent Loop

OpenAICodex
LangGraph — Low Level Concepts

LangChainLangGraph
Unlocking the Codex Harness: H

OpenAICodex
Hooks – Codex

OpenAICodex
Extended Thinking — Claude API

Anthropic扩展
Getting started with loops

ClaudeAgent循环
Improving Deep Agents with Har

LangChainDeepAgents
cobusgreyling/loop-engineering

GitHub循环
Tianshi-Xu/Life-Harness

GitHub实验
How Middleware Lets You Custom

LangChain中间件
Agents Learn Their Runtime: In

arXiv论文运行时
Real-Time Deadlines Reveal Tem

arXiv论文实时
A Scheduler-Theoretic Framewor

arXiv论文调度
facebookresearch/cca-swebench

MetaSWE-bench
The Design Space of Today's an

arXiv论文设计
aattaran/deepclaude

GitHubDeepSeek
The Coding Harness Behind GitH

GitHubCopilotVSCode
statewright/statewright

GitHub状态
Introducing dynamic workflows

Claude工作流
ScaleML/AgentSPEX

GitHub性能
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