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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.

11/25Tue
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.

11/16Sun
11/7Fri
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.

  2. OpenAI Developer Blog · Codex64

    Dagster Labs 如何用 Codex 做技术文档与教学

    Dagster Labs 分享了用 OpenAI Codex 加速技术文档写作、跨媒介内容转换和文档覆盖度评估的实践。他们重写了 CONTRIBUTING.md，明确文档层级、结构和最佳实践，让 Codex 能据此生成符合规范的文档；还借助 gh 命令让 Codex 解读 PR 的 diff 和描述，并让 Codex 把教程改写成 YouTube 视频脚本。

    Awaiting translation

    Why it matters: Dagster 团队把 Codex 用于文档写作、PR 解读和内容跨媒介转换，其中用文档生成代码来反向衡量文档覆盖度的做法可以迁移。

10/25Sat
  1. Jesse Vincent62

    一个让 Claude Code 派两个子智能体竞争评审代码的提示词技巧

    作者分享了一个用于 Claude Code 的代码评审提示词：让 Claude 派两个子智能体仔细评审第 5 阶段，告诉它们彼此在竞争，要求同时检查架构和实现，并称找出更多问题的一方会获得晋升。作者表示这个简单提示词的效果远超预期，并提到后续还会写更多关于代码评审提示词的内容。

    Awaiting translation

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
  2. Jesse Vincent69

    Using episodic-memory to give Claude Code cross-session memory

    The author built the episodic-memory plugin for Claude Code so it can search past session logs. By default, Claude Code deletes the .jsonl session logs under ~/.claude/projects after one month; you can extend retention via cleanupPeriodDays in ~/.claude/settings.json.

    Why it matters: The author turned Claude Code's session logs into semantically searchable episodic memory, so readers can judge for themselves how long-term context is preserved across sessions.

10/19Sun
  1. Jesse Vincent71

    The author built a custom superpowers-chrome MCP that cut startup overhead from 13678 tokens to 947.

    The author built a lightweight Chrome MCP and Skill for Claude Code called superpowers-chrome. At startup, the MCP configuration takes up only 947 tokens, while Microsoft's Playwright MCP needs 13678 tokens just to be available—about 7% of the context window.

    Why it matters: The author compares the token overhead of a self-built Chrome MCP against Playwright MCP, laying out the concrete trade-offs involved in designing tool interfaces for LLMs.

10/13Mon
  1. Jesse Vincent37

    让 AI 写出好文风的一个怪招：先让 Claude 读《The Elements of Style》

    开发者 Jesse Vincent 发现，让 Claude 先读 Strunk 1920 年版《The Elements of Style》再写 README，成稿比原来短约 30%，文风也更合他意。他把该书 HTML 转成约 12,000 词的 Markdown，因 Anthropic 的版权过滤机制拒绝处理这本已进入公有领域的书，最终改用 GPT-5 Codex 完成删减。

    Awaiting translation

10/12Sun
10/10Fri
10/9Thu
  1. Jesse Vincent78

    Superpowers: How the Author Used a Coding Agent in October 2025

    Author Jesse Vincent released Superpowers, a set of Skills built on Claude Code's new plugin system. Once installed, it injects a guiding prompt through the session-start hook, prompting Claude to proactively search for and use these Skills.

    Why it matters: The author packaged his own coding-agent workflow into an installable Skill plugin, so readers can directly reuse his implementation flow from brainstorming to TDD.

10/5Sun
  1. Jesse Vincent71

    How I Used a Coding Agent in September 2025: A Dual-Session Workflow with Claude Code

    The author walks through their full workflow with Claude Code: first isolating tasks with git worktree, then using a brainstorming prompt to make Claude ask only one question at a time and confirm the design in stages, and finally using a planning prompt to break the plan into small tasks and write them into docs/plans/.

    Why it matters: The author splits Claude Code into two sessions—an architect and an implementer—and shares reusable prompts plus a git worktree approach for isolating tasks.

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.

9/30Tue
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
  1. 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。

8/3Sun
7/13Sun
7/9Wed
  1. Hacker News · Context Engineering 讨论62

    上下文工程实战：用 n8n 搭建多智能体深度研究工作流

    作者以自己用 n8n 搭建的多智能体深度研究应用为例，说明上下文工程不只是写提示词，而是设计并优化提供给 LLM 的完整上下文。他拆解了搜索规划智能体的系统提示词，涵盖指令、用户输入分隔符、子任务字段定义、结构化输出示例，以及注入当前日期时间让模型推断 start_date 和 end_date 的做法。

    Awaiting translation

7/1Tue
  1. Hacker News · Context Engineering 讨论78

    Context Engineering for Agents: Four Strategies—Write, Select, Compress, and Isolate

    In his article, Lance Martin groups context engineering for agents into four strategies: writing (using scratchpads and memory to store information outside the context window) and selecting (pulling in memory, tool descriptions, and knowledge on demand).

    Why it matters: The article groups agent context management into four strategies—writing, selecting, compressing, and isolating—and shows how various products put them into practice, making it easy to compare against your existing workflow.

6/24Tue
6/4Wed
  1. Martin Fowler · Exploring Generative AI66

    自主编码智能体实测：一次 OpenAI Codex 运行记录

    Martin Fowler 给 OpenAI Codex 布置了一个前端标签格式化的化妆类小任务，并完整公开了 Codex 的日志和生成的 PR。日志显示 Codex 主要靠 grep 反复文本搜索定位代码，中途因把 AGENTS.md 误写成 AGENT.md 来回折腾，还因删掉 .yarnrc 导致测试无法运行，最终 PR 里有两个回归测试失败。

    Awaiting translation

    Why it matters: 作者完整记录 Codex 自主完成一次前端小任务的日志，并对比 6 次运行结果，展示后台编码智能体在环境配置和代码复用上的真实短板。

5/28Wed
5/22Thu
  1. Jesse Vincent22

    为 Vibe Coding 做一个“continue”按钮键盘

    Jesse Vincent 用 Raspberry Pi Pico 和一只廉价 Staples Easy Button 改装出专为 AI 编程助手设计的单键键盘，按下即向 Claude Code、Cursor、Cline 等工具发送 "continue"，让 AI 接着干活。他还在按钮里保留了原装扬声器播放励志语音，但指出音效很快就让人厌烦，取出电池后键盘功能仍可正常使用。

    Awaiting translation

5/14Wed
  1. Martin Fowler · Exploring Generative AI62

    用 LLM 构建 PlantUML 分步播放扩展 PlantUMLSteps

    作者用 LLM 构建了 PlantUMLSteps，为 PlantUML 时序图增加按步骤播放功能，把单张复杂图拆成登录、认证、仪表盘等逐步展示的步骤。开发中 Claude 在 Cursor Agent 模式下生成 StepParser 解析逻辑、Gradle 任务和 HTML 查看器，解析器最初在 newPage 属性、首个步骤标记前的声明处理上出错，经测试反馈修正后通过。

    Awaiting translation

5/8Thu
4/30Wed
4/17Thu