十分钟精读 DSH Super Agent：从 Paper 到 PRD
1. Super-agent作者认为，以 Coding Agent 为代表的单任务 Agent 已逐渐能够独立完成复杂工作，但现有系统仍以单一 Session 为基本单位。用户并行推进多个任务时，需要自行切换会话、管理上下文；文章称一个人通常只能同时跟进 3～5 个活跃 Sess...
Topic
#orchestrator-specialist
9 篇笔记
Exploring Super-agent Design: Towards a More Autonomous Agent System
The original article is in Chinese. This is a machine translation.This article discusses architectural ideas. It is not an introduction to e...
Building agents: When to fold subagents into your main agent loop
When to consider using fewer subagents and how to migrate the into your main loop.
Codex 进阶指南：作为 Multi-Agent 编排控制平面
大多数人用 Codex 的方式，是开一个会话、交代一件事、等它做完。这种用法只动用了它很小一部分能力。Codex 真正提供的是一组完整的调度原语：发现有哪些项目和会话、创建新会话、从已有会话分叉、给别的会话派活、等它们回来、观察它们的进展、纠正跑偏的那个、把任务搬到另一台机器、最...
The Orchestrator's Tax
Use subagents to protect the orchestrator's working memory, not just to save time or run tasks in parallel.
Practical multi-agent orchestration in Codex
GPT-5.6 Sol gets especially interesting when it has a team to work with. Codex's new Multi-Agent V2 tools give Sol and Terra a natural way t...
How we built our knowledge base
Authors: @hi_im_isaac_, @learnwdaniel, @gaozenghaonote: the interactive version of full technical blog available: https://www.cerebras.ai/b...
数据研发Multi-Agent架构的Harness工程实践
📝 摘要 本文基于阿里云数据研发团队的 Multi-Agent 实践，系统阐述了 Harness Engineering（智能体脚手架工程）的核心理念与落地方法。文章指出 AI 工程经历了 Prompt Engineering → Context Engineering → Harness Engineering 三代演进，并提出核心公式 Agent = Model + Harness：模型决定…
A Swarm of Agents for Multi-Angle Analysis: Building a Team of Experts from LLMs
Not about speed. About making several agents with different viewpoints argue over one decision and reach a conclusion better than any of the...