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The Window Has Closed

If you used Fable while it was available, you know it is special in ways that will not show up on benchmarks. I post benchmarks all the time because they matter to many people, but for a long time they have not matter...

Building a Good Vertical Agent

Peter Wang(Anaconda 联合创始人、PyData 创造者)基于他近一年构建 Shortcut(电子表格垂直 Agent)的经验,阐述了如何构建真正在垂直领域胜出的 Agent。核心观点:人人都能写 Agent,但把 Agent 做好靠的不是技巧,而是对领域的深刻理解和耐心。

Building Recursive Agent Systems

Lee Robinson(Cursor 开发者教育负责人,前 Vercel VP)分享了 Cursor 内部的递归 Agent 系统架构。该系统用于训练下一代 Composer——Cursor 的 AI 编程模型。核心思路:构建一个"Agent 组织架构图"(org chart of agents),让数千个 Agent 以层级递归方式协作完成研究任务。

Solving OPSD

ar0cket1(独立 ML 研究者)一周内对 OPSD(On Policy Self Distillation,在线自蒸馏)的系统性分析与"基本解决"。核心论点: hint 条件教师本质上处于"regret"状态 ——学生一旦探索就会激怒教师,导致 response length collapse 与探索失败。作者发现"positive pressure"(教师同意学生超过学生自身)单独使用几乎能解决所有稳定性问题,"negat...

How to be good at research

nobody really teaches you research. you get a desk, a problem someone else picked, and a vague instruction to produce something novel. so most people reverse engineer the job from what they can see, which is papers, t...

Codex的能力Overhang

Whenever I don't use codex for a task, I ask myself why and usually realize that there's some missing context, I needed to write a skill, or I just didn't think to use it. Rarely is it because the task is outside of t...

当AI构建自身

我们的递归自我改进进展,及其影响。

AI Agent Swarm 完整指南

Agent Swarm = 多个 Agent 同时处理分解后的子任务,由编排器(Orchestrator)协调聚合结果。

Codex Goal模式完全指南

Goals are persistent objectives in Codex that keep a thread working toward a defined outcome across turns.

dbskill组合技手册20种搭配方式

大多数人用 dbskill 的方式,是遇到什么问题用什么工具。单独用没问题,但真正的威力在组合。 每个 skill 只做一件事,这是设计上的选择。它的副作用是:一个 skill 的输出,往往就是另一个 skill 最好的输入。

SABC人才分级与招聘法则

招人不仅是 HR 的事情,主要是业务的事情;招不进来好人才的 leader 不是好 leader。

Aiden Novak

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