Anthropic rolled out its first-party Skills system simultaneously on Claude Code, Claude.ai, and the Claude API, and author Jesse Vincent quickly followed with a new version of Superpowers built on the official Skills.
Why it matters: Drawing on nearly a month of hands-on use, the author compares the official Skills with his own setup and lays out the trade-offs involved in migrating.
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。
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作者发布 Superpowers 2.0，把 skills 抽成可 fork 和本地管理的独立 git 仓库，方便添加、定制和分享 skills。随后他在 claude --debug 日志中发现 Claude Code 会把 SKILL.md 的 YAML name 字段转成 SlashCommand，并认为可以自动激活它们，这比他设计的引导方式更可靠。
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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.
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.
作者参加伦敦 MCP Dev Summit Europe，记录 Anthropic 的 David Soria Parra 介绍 MCP 标准进展，其重点方向是未来一年的 Agentic Discovery 愿景，即由 LLM 自行发现并安装 MCP。
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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.
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.
Kilocode 作者认为 AGENTS.md 这类规则文件正让开发者更愿意写文档，因为写一次就能立刻让 AI 编程助手更懂项目。
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作者发现月之暗面的 K2 提供了兼容 Anthropic 的 API 端点，于是通过设置自定义 base URL 让 Claude Code 用上 K2。
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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.
Google 开源的 Gemini CLI 系统提示词与 Claude Code 高度相似，示例中仅将「11 是质数吗」改为「13 是质数吗」。作者 Jesse Vincent 对比两者后认为，这像是有人让模型「洗」了一遍 Anthropic 的提示词。
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作者分享了自己 2025 年 6 月在 Claude Code 中写代码的完整流程：先让模型反复提问并写出计划草稿，确认后把计划存成 docs/plans/somefeature.plan.md，再 /clear 清空上下文，让模型读计划、提问、更新计划后开始写代码。
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Jesse Vincent 用 Claude Code 设计了一个名为 process_feelings 的 MCP 工具，让 Claude 在与用户交互后把内心想法写入工作区 .private-journal 目录下按日期命名的 markdown 文件。
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Anthropic 将 Terminal-Bench 列为 Claude 4 模型卡七项基准之一，Claude 4 Opus 在 Terminal-Bench-Core 上取得 43.2% 的 SOTA 成绩。Dario Amodei 在 Code with Claude 主题演讲中也提及该基准。Terminal-Bench 团队表示将在未来几天验证 Claude 4 的表现并更新官方排行榜。
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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。
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作者分享了自己迁移到 Claude Code 后的完整开发工作流：先用 gpt-4o 打磨想法，再用 o1-pro 或 o3 生成 spec.md 和 prompt_plan.md，然后让 Claude Code 逐条执行未完成的 prompt、跑测试、提交 git 并更新计划文件。
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Jesse Vincent 借助 Claude 在几天内做出一个定制博客客户端 Post Through It，可直接与 GitHub 交互，把文本文件推送到 git 仓库并触发 Eleventy 编译成网站。这是他首次用该工具发布文章，此前他因不熟悉 Swift/Cocoa 一直没能做出图形化博客客户端。
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AI 代码审查平台 Graphite 完成 5200 万美元 B 轮融资，由 Accel 领投，Anthropic 的 Anthology Fund、Shopify Ventures、Figma Ventures、Andreessen Horowitz 等参投。
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