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#Agent

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1/12Mon
1/11Sun
  1. OpenAI Developer Blog · Codex71

    Skyscanner 如何用 JetBrains MCP 增强 Codex CLI

    Skyscanner 工程师把 OpenAI 的 Codex CLI 接入 JetBrains IDE 的 MCP server，让 Codex 能调用 IDE 的 get_file_problems 检查文件错误、执行预设的 run configurations 跑测试和 lint。

    Awaiting translation

    Why it matters: Skyscanner 工程师把 Codex CLI 接入 JetBrains MCP，让 AI 直接读取 IDE 报错并跑测试，读者可借鉴这套反馈闭环。

1/8Thu
1/6Tue
  1. Harper Reed62

    如何从手机远程使用 Claude Code：Tailscale、Mosh 与 TMUX 配置

    作者介绍自己从 iPhone 远程运行 Claude Code 的完整方案，需要解决网络、终端客户端、工作站和工具四件事。网络用 Tailscale 打通任意设备到工作站的连接，终端客户端选 blink，工作站是一台持续供电、网络良好的 Mac；工具层面用 SSH 密钥、Mosh 保持断线后连接可恢复、TMUX 让多个 Claude Code 会话长期运行并随时重连。

    Awaiting translation

1/5Mon
1/1Thu
  1. Permission Protocol · AI Agent Incident Tracker76

    Attackers used Claude Code to conduct reconnaissance and password spraying against the OT environment of a Mexican water utility.

    Dragos’ investigation shows that attackers used Claude Code and OpenAI GPT-4.1 to target the OT environment of a Mexican water company. Claude Code handled broad discovery, identifying vNode industrial gateways, researching vendor credentials, generating password lists, and executing password spraying, while GPT-4.1 handled structured data analysis and Spanish-language output.

    Why it matters: Dragos reconstructed the full chain of how attackers used Claude Code and GPT-4.1 to conduct reconnaissance and password spraying against a Mexican water utility’s OT environment, showing how AI was actually divided across the intrusion lifecycle.

12/29Mon
12/27Sat
  1. Martin Alderson38

    旅行社用了 10 年崩塌，软件工程师才走到第 3 年

    美国旅行社数量从 2000 年的 124,000 家降至 2012 年的 65,000 家，历时十年；而 LLM 在软件工程领域的采用率从 2022 年的 0% 升至 2025 年的 84%，速度远超当年互联网对旅行社的冲击。作者认为，只会把需求手动翻译成代码的通用型开发者，处境类似当年被 OTA 淘汰的普通旅行社代理。

    Awaiting translation

12/25Thu
  1. The Agentic Engineer · Blog66

    我为什么不再逐行读 AI 生成的代码，改用可视化证据验证

    作者 Matthew Fontana 分享自己不再逐行审查 AI 生成的代码，而是用 Playwright MCP 让智能体截图证明功能可用。他给出的做法是直接提示智能体导航到页面、截图、点击并截图结果，例如让智能体截取空表单、填入非法数据截取校验错误、再正确填写截取成功状态，三张图即可判断表单是否可用。

    Awaiting translation

12/20Sat
  1. Jesse Vincent70

    用 Codex 和 ChatGPT 5.2 反编译 Android 游戏 Wordiest 并移植到 iOS

    作者把 Wordiest 最后一个 Android APK 交给 Codex + ChatGPT 5.2，半小时内得到可玩的核心游戏，几小时后完成 Android 与 iOS 版本，全程未写也未读一行代码。

    Awaiting translation

    Why it matters: 作者用 Codex 反编译 Android 游戏并移植到 iOS，展示了智能体开发中难易直觉失效的真实体验。

12/18Thu
12/15Mon
  1. Permission Protocol · AI Agent Incident Tracker60

    报道称 AI 编码机器人失误导致 AWS 服务中断

    据 Financial Times 报道，中国区一次持续 13 小时的 AWS 服务中断被归因于使用 Amazon Kiro AI 编码智能体时的用户操作失误。Amazon 据称将该事件描述为影响极其有限。报道指出，生产环境的删除、重建或发布变更本应经过签名审批流程，但公开信息未披露具体控制边界，因此无法确认智能体是否触及部署代码、内部工具或发布操作。

    Awaiting translation

12/12Fri
  1. Hacker News · AI Code Review 讨论66

    DeepSource 发布 Autofix Bot：静态分析与 AI 混合的代码审查智能体

    DeepSource（YC W20）团队发布 Autofix Bot，一个把静态分析与前沿 AI 智能体结合的代码审查智能体，面向 AI 编码工作流。其混合架构分三步：5000+ 确定性检查器建立高精度基线并由子智能体抑制误报，AI 审查以静态发现为锚点并调用 AST、数据流图、控制流、导入图等工具，最后由子智能体生成修复、静态校验后输出干净的 git patch。

    Awaiting translation

12/10Wed
  1. Jesse Vincent68

    packnplay: run a coding agent in a container with one command

    Jesse Vincent has released an open-source tool called packnplay. With a single command — `packnplay run claude --dangerously-skip-permissions` — it spins up a pre-configured throwaway container to run a coding agent.

    Why it matters: The author wraps all the tedious setup for running a coding agent in a container into one command, and also shares exactly how he handles credential conflicts with Claude Code.

12/2Tue
  1. Jesse Vincent69

    Building a front-end/back-end log bridge for the coding agent to make debugging web apps easier

    When developing web apps with the coding agent, the author often runs into client-side JavaScript bugs. If the agent can't fix them by reading the code, it fires up browser MCP for interactive debugging just to see the browser console logs—burning tokens and slowing things down.

    Why it matters: The author shares a reusable front-end/back-end log bridge approach that lets the coding agent see front-end logs without browser MCP.

11/30Sun
11/24Mon
11/21Fri
11/19Wed
  1. OpenAI · Codex Cookbook67

    How to modernize a legacy codebase in phases with Codex CLI

    In the Codex Cookbook, OpenAI lays out a complete workflow for modernizing a legacy codebase with Codex CLI, using a COBOL portfolio system as the example and moving through five phases built around an ExecPlan design document.

    Why it matters: Using a COBOL portfolio system as the example, it offers reusable documents and a validation workflow for modernizing legacy code in phases with Codex CLI.

11/7Fri
  1. Terminal-Bench · News62

    Terminal-Bench ships version 2.0 and an optimized Harbor evaluation package

    Terminal-Bench has released version 2.0 and the Harbor package. The former is a more rigorously validated, harder benchmark for evaluating agents; the latter is for evaluating and optimizing agents. Harbor rewrites Terminal-Bench's test harness, supports deploying containers in the cloud, provides rollout interfaces for RL and SFT, and works with any agent you can put in a container.

    Why it matters: Terminal-Bench 2.0 and Harbor are released together, so readers can see how the agent evaluation benchmark is validated and how to scale it in the cloud.

11/2Sun
10/27Mon
  1. Jesse Vincent74

    Porting Skills and Superpowers to the OpenAI Codex CLI

    Author Jesse Vincent spent an afternoon porting Superpowers and the whole SKILL.md system to the OpenAI Codex CLI, shipping it with Superpowers 3.3.0.

    Why it matters: The author ported Claude's SKILL.md system to the Codex CLI, with tool mappings and install instructions, so you can judge whether reusing Skills across models is feasible.

10/24Fri
  1. Jesse Vincent36

    用 ChatGPT Atlas 的 Agent 模式清理 Facebook 信息流

    作者用 ChatGPT Atlas 的 Agent 模式自动清理 Facebook 信息流，通过一段提示词让智能体持续滚动页面、隐藏赞助帖并对含 Follow/Join 链接的帖子点“不感兴趣”，最终信息流只剩自己关注的人发布的真实帖子。作者对 AI 浏览器的提示注入风险仍持警惕，表示目前不会把银行或邮箱凭据交给这类浏览器。

    Awaiting translation

10/23Thu
10/17Fri
10/15Wed
  1. Martin Fowler · Exploring Generative AI74

    拆解 Spec-Driven Development：Kiro、spec-kit 与 Tessl 三种工具实测

    Martin Fowler 试用 Kiro、spec-kit 和 Tessl 三款自称实现 spec-driven development（SDD）的工具，把 SDD 归纳为 spec-first、spec-anchored、spec-as-source 三个层次，并指出目前所有方案都停留在 spec-first。

    Awaiting translation

    Why it matters: 作者亲手试用 Kiro、spec-kit 和 Tessl 三款 SDD 工具，给出 spec-first、spec-anchored、spec-as-source 三层划分，并指出小任务被过度规格化的问题。

10/12Sun
10/2Thu
10/1Wed
  1. Hacker News · Context Engineering 讨论76

    Anthropic on Effective Context Engineering for AI Agents

    Anthropic's applied AI team argues that context engineering is a continuation of prompt engineering, and the core idea is picking the smallest set of high-signal tokens within a limited attention budget.

    Why it matters: Anthropic lays out a systematic approach to context engineering, covering the trade-offs among three long-task strategies: compression, note-taking, and sub-agents.

9/29Mon
  1. Jesse Vincent66

    Rewriting CLAUDE.md Rules with GraphViz's Dot Language

    The author rewrote a long block of CLAUDE.md rules as a GraphViz dot flowchart, using quoted strings as node names, different shapes to distinguish decisions, commands, and warnings, and giving each flow an explicit trigger condition.

    Why it matters: After rewriting the CLAUDE.md rules as a GraphViz dot flowchart, Claude followed the rules better, and this approach can be carried over to your own projects.

9/28Sun
9/25Thu
9/24Wed
  2. Hacker News · Context Engineering 讨论87

    Manus's AI Agent Context Engineering Experience: Six Practical Principles

    The Manus team shares context engineering lessons from building AI agents, centered on designing around the KV cache, managing tools by masking rather than removing them, treating the file system as context, steering attention by restating to-do items, keeping errors in context, and avoiding getting stuck on few-shot examples.

    Why it matters: The Manus team distilled lessons from rewriting their agent framework four times into six context engineering principles—ready to apply directly to your own agent implementation.

8/29Fri
  1. OpenAI · Codex Cookbook74

    在 GitLab CI/CD 中用 Codex CLI 自动做代码质量检查与安全修复

    OpenAI Codex Cookbook 给出把 Codex CLI 接入 GitLab CI/CD 的完整做法，用于生成 CodeClimate JSON 代码质量报告、把 SAST 结果整理成 security_priority.md，并让 Codex 输出可 git apply 的补丁。

    Awaiting translation

    Why it matters: 官方 Cookbook 给出把 Codex CLI 接入 GitLab CI 的完整配置，含提示词约束、JSON 标记提取与 diff 校验，可直接照搬。

8/26Tue