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🆕The Age of Async Agents: Devin’s 7x PR growth, 80% AI commits, background agents, memory, testing,...

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🆕The Age of Async Agents: Devin’s 7x PR growth, 80% AI commits, background agents, memory, testing,...

TL;DR · AI 摘要

文章探讨了异步代理技术如何推动工程实践变革,包括80%的AI提交和7倍PR增长的具体案例。

核心要点

  • Devin通过异步代理技术将Cognition仓库的提交比例从16%提升至80%。
  • 工程实践正从本地IDE向云端迁移,背景代理和内存管理成为关键。
  • 测试难度高于传统计算机使用,需结合新模型调整工作流。

结构提纲

按章节快速跳转。

  1. 介绍异步代理技术及其对工程实践的影响。

  2. ·Devin的实践案例

    Devin通过异步代理实现80%的AI提交和7倍PR增长。

  3. 工程实践从本地IDE向云端迁移的趋势和原因。

  4. 测试难度的提升及如何结合新模型调整工作流。

思维导图

用一张图看清主题之间的关系。

查看大纲文本(无障碍 / 无 JS 友好)
  • 测试与工作流调整

金句 / Highlights

值得收藏与分享的关键句。

#异步代理#AI提交#云端开发
打开原文

@cognition cofounder + CPO @walden_yan and Open-Inspect creator @_colemurray explain why engineering is moving from local IDEs to cloud https://t.co/fciT77nJNI" / X

Latent.Space on X: "🆕The Age of Async Agents: Devin’s 7x PR growth, 80% AI commits, background agents, memory, testing, & Open-Inspect https://t.co/x5Hw5S3egc @cognition cofounder + CPO @walden_yan and Open-Inspect creator @_colemurray explain why engineering is moving from local IDEs to cloud https://t.co/fciT77nJNI" / X

Don’t miss what’s happening

Image 2

Latent.Space

@latentspacepod

Image 3: 🆕The Age of Async Agents: Devin’s 7x PR growth, 80% AI commits, background agents, memory, testing, & Open-Inspect https://latent.space/p/cognition

@cognition

cofounder + CPO

@walden_yan

and Open-Inspect creator

@_colemurray

explain why engineering is moving from local IDEs to cloud background agents, how Devin went from 16% to 80% of commits across Cognition repos, why spec-to-PR workflows became real after the December model inflection, why testing is harder than computer use, how Devin separates the brain from the machine, why MCP is not enough for production agent integrations, and how PMs, support teams, and SRE workflows are starting to turn Slack messages into pull requests.

[Video 2](blob:https://x.com/db656dfd-30bd-40ee-8945-efb10a81bbf9)

Image 4

8:03 PM · May 28, 2026

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🆕The Age of Async Agents: Devin’s 7x PR growth, 80% AI commits, background agents, memory, testing,... | Latent.Space(@latentspacepod) | traeai