Devin（Cognition）是「AI 软件工程师」概念的引爆者，也是争议的中心：演示与现实的落差、SWE-bench 的修改风波、以及自主智能体产品化的真实难度。本篇拆解 Devin 的产品形态与推断的架构、能力边界的实证检验、以及从 Devin 事件中学到的「AI 产品可信度」课题。

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Anthropic Applied AI 团队 2026-10-22 发文《When to fold subagents into your main agent loop》：跨部署对比显示，一个带 skills 渐进披露的单代理主循环，质量上常同时打赢「一个提示词包打天下」与「子代理舰队」两种设计，延迟还常低一半。本文精读原文与配套迁移套件 single-agent-loop-kit，梳理大组织代理架构的五类病、子代理的三条保留判据、四步迁移法，并对照 Cognition 的反方观点与社区批评。

A central tenet of human cognition is systematicity, the principle that understanding one concept is inherently tied to …

Cities generate enormous amounts of data from cameras, sensors and operational systems, but turning it into useful actio…

棉花糖实验曾让一代家长相信「忍住不吃糖的孩子更有出息」。2018 年 918 人大样本复现发现，控制家庭背景后效应大幅缩水；2024 年追踪到 26 岁的研究几乎归零。本文梳理翻案证据与机制重估：孩子能不能等，很大程度取决于环境可不可靠、大人守不守信。

孩子崩溃大哭时，一句「你是不是很委屈」不只是安慰，而是给大脑装了一个降噪器。本文从情绪粒度与「情绪标注」的神经证据讲起，梳理儿童情绪词汇的发展时间线，给出情感教练五步法与家庭词汇工具箱，并澄清「命名情绪会强化哭闹」等常见误区。

Keeping a city running means making decisions that affect residents every day — from when to repair a road to how to use…

Rather than downloading another app, a growing number of agents can simply be texted like an ordinary person. You text i…

TechCrunch 介绍了无需单独下载应用、像普通人一样通过短信即可使用的 AI 智能体，它们能记住上下文、连接现有应用并代用户完成日程安排、旅行研究、发邮件、预订、购物等任务，并列举了 Instinct 等多家相关产品。

Manuel Uth Oct 3, 2026 Nano Banana Pro prompted by THE DECODER An essay for the Deepmind Institute challenges the famili…

On an afternoon in Seoul in March 2016, I watched a program I helped build put a stone on the fifth line of a Go board i…

The focus of OpenAI’s Dev Day on Tuesday may have been on its agentic assistants known as Dots, or its new AI models, bu…

Building on nearly a decade of co-engineering, CoreWeave has built NVIDIA compute, networking and software into a cloud …

Sep 29, 2026 OpenAI Key Points OpenAI is opening its internal plugin platform to outside developers and adding team feat…

据知情人士，Modal Labs接近完成由Accel领投的7.5亿美元融资，投前投后估值为157.5亿美元，较四个月前的46.5亿美元估值增长逾两倍，背景是推理服务需求激增。

Our ‘Top AI Coding Agents and Development Platforms‘ guide covered what each AI coding agent does and where it fits. Thi…

Bessemer Venture Partners announced on Wednesday that it has raised $5.75 billion across two new funds to accelerate its…

OpenAI has released GPT-6 Sol and GPT-6 Luna, 2 new models in its GPT-6 family. They sit below GPT-6 Astra, which launch…

Sep 22, 2026 Nano Banana Pro prompted by THE DECODER With GPT-6 Sol and Luna, OpenAI adds two cheaper models to its line…

Object permanence and solidity are hallmarks of human cognitive priors. Recent studies show that video generation models…

Agentic memory is becoming essential for long-horizon AI agents, yet many existing systems rely on autoregressive LLMs t…

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Muse is now available on the Mac, where it can work with your files and apps to take action on your behalf. ]

We need studies on conversational AI (CAI) at scale to understand human behavior and shape CAI design. However, fragment…

Spatial intelligence requires more than describing object locations. Under incomplete observation, models must identify …

一位亲手写下 DeepSeek V4.1 主 Attention 算子的工程师公开判断：AI 将在半年到一年内追平顶级人类算子工程师。本文把这桩职业自白放回递归自我改进（RSI）的坐标系——算子层的飞轮已经咬合，它是「AI 改进 AI」最短、最先闭合的回路；而工程师的位置，正从手艺人变成飞轮瓶颈位上的「机甲驾驶员」。

Modern AI agents routinely cross trust boundaries: they ingest untrusted content, combine it with privileged instruction…