来自 every 的自我批评,不应该让每个员工一个 Agent
Every 是一家做 AI 应用和内容的公司,最近把自己用了半年的企业 Agent 公开,同时批评自己之前的做法:受 OpenClaw 的影响,Every 为员工每人一个 agent,但在实践过程中,发现了在「维护」层面产生了诸多的问题,导致这种方法不可持续。它的联合创始人兼 C...
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14 篇笔记
Every 是一家做 AI 应用和内容的公司,最近把自己用了半年的企业 Agent 公开,同时批评自己之前的做法:受 OpenClaw 的影响,Every 为员工每人一个 agent,但在实践过程中,发现了在「维护」层面产生了诸多的问题,导致这种方法不可持续。它的联合创始人兼 C...
There are five words people throw around about agents right now. Context engineering, loop engineering, Jev engineering, harness engineering...
Notes from my Thoughtworks colleagues on AI-assisted software delivery
Any agent can look brilliant on a one-shot task. Give it a week of real work and it starts to fall apart."Long horizon" means the agent keep...
When an agent performs poorly, we often blame the model.Then we enlarge the system prompt. When that becomes unwieldy, we add another agent....
2w字长文,Agent Team 的最佳实践。
未来一家公司里,可能每个员工都有自己的 Agent。它们能读文件、查数据库、写代码、回复邮件,也能在后台持续运行任务。问题随之而来:这些 Agent 应该看到什么?记住什么?使用谁的账号?哪些能力可以共享?危险动作由谁批准?7 月 31 日,Y Combinator 开源的 QM...
A comprehensive guide to designing, orchestrating, and deploying AI agents—covering use cases, model selection, tool design, guardrails, and multi-agent patterns.
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...
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...
First it was loops. Now it's graphs. Next month it'll be something else.Here's the thing: we're constantly rediscovering decades-old softwar...
Not about speed. About making several agents with different viewpoints argue over one decision and reach a conclusion better than any of the...
This article introduces Onyx, our VM for programmable agent orchestration. And by extension, a runtime that turns orchestration into softwar...
Every team building AI agents hits the same wall.You start with one prompt and a few tools.It works. Then requirements grow. More edge cases...