治疗师模式：让 AI 工程师先“理清思路”再动手
Prime Radiant 团队在构建内部 AI 工程师 Ada 的过程中，发现单纯赋予代码执行能力（如 gh cli）不够，需要引入“治疗师模式”。该模式强调在让 AI 代理处理复杂任务前，先通过对话梳理其逻辑状态、排查认知偏差或上下文混乱，类似人类工程师的代码审查与结对编程。这揭示了当前 Agentic AI 开发中，从“自动化执行”向“协作式推理”转变的关键工程实践，为解决 AI 幻觉和逻辑死循环提供了新思路。
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收藏新型智能体协作模式与实战经验
作者分享了在内部构建“人在回路”智能体协作系统的实战经验。通过将编码智能体与测试智能体接入 Slack，实现了自动化的开发、测试和迭代流程。 此外，文章详细描述了为了解决智能体凭证安全问题而设计的隔离架构，包括使用临时凭证和中间人代理来防止敏感信息泄露。
同步 macOS 与远程终端的剪贴板
作者为解决远程终端与本地 Mac 剪贴板不同步的痛点，开发了开源工具 Clipfan。该工具通过 SSH 密钥建立同步网格，支持 Mac 间及远程终端间的剪贴板同步，甚至包含手机截图同步功能。 Clipfan 作为菜单栏应用运行，具备剪贴板历史记录，并能自动在多台主机上安装和配置 tmux。作者分享了从尝试逆向 iCloud 到最终采用 SSH 方案的技术探索过程。
Superpowers 6：利用 AI 优化 AI 开发流程
您也可以在我们的企业博客上阅读这篇帖子： 简而言之：Superpowers 6 的运行速度要快得多、也更高效，且在实现同样高质量成果时，所需的代币数量要少得多。 如果你正专注于最大化代币使用效率，或许可以跳过这次更新； 但如果你在意自己的构建速度能提升高达 50%，成本还能降低至多 60%，那么你一定会爱上 Superpowers 6。 就在一周前，我们正全力筹备发布 Superpowers...
Superpowers 招聘社区与代码工程师
Superpowers 团队正在招聘全职人员，负责社区运营和代码工作。 优先考虑旧金山湾区的候选人，也接受非传统背景的申请者。
Claude Code 插件安装趋势可视化
作者从个人备份中提取数据，制作了 Claude Code 插件随时间变化的安装趋势可视化图表。 通过 Primeradiant 网站公开了数据探索页面及原始图片，展示了该工具在特定用户群中的采用情况。
Superpowers 5.1.0
I'm pleased to announce Superpowers 5.1.0. The biggest changes in this release are: • A reworking of how we use git worktrees, now that Claude Code and Codex have first-class support for them. • Re...
My favorite adversarial review prompt
Work gets better when it's reviewed after completion. That's at least as true for agentic work as it is for human work. Many moons ago, Harper taught me a cute trick for getting an agent to think cri...
That time it tried to delete all my tests
Last fall I had a bit of a problem with Claude. It was deleting tests. First, I caught it removing a single assertion from a test file. The next day, it deleted an entire test file from an active p...
Greenfield and Iterative Development
Crossposted from Prime Radiant's blog – I'm really excited about all of the stuff we are doing at Prime Radiant. For the most part we're blogging about it over there, but I'm going to continue to lift...
Rules and Gates
One of the first things I stumbled into as I was building what became Superpowers was the idea of a "gate" in a prompt. It's a term that Claude Code introduced me to, so clearly was part of the liter...
Agentic Slop PRs
Over the past couple of months, Superpowers has gotten popular. Like really popular. It now has over 120,000 GitHub stars. That's more than 100x as many stars as my second-most-popular project, and pu...
Classical Software
One of the things that keeps coming up in my conversations about AI and software is the difference between software with an agent or LLM in the loop and what we've always thought of as "software". It...
Superpowers 5
Superpowers 5 is out today. Visual Brainstorming # By far, my favorite new feature is the "Visual Brainstorming" companion tool, which grew out of my frustration with the ASCII art that Claude usua...
Letting agents post on my blog
Up till now, I've been pretty careful not to let agents write my blog posts outside of very well-flagged sections of posts where the whole conceit was "what does the agent think?" One of the wildest t...
Prompt injection attacks in the wild
Last night, I had dinner with a friend from college. She's now a university professor. After catching up about our families and what we've been up to over the last couple of decades, the conversation...
Moltipass – a client for human users of Moltibook
] If you've been following consumer uptake of AI agents over the past few weeks, it will have been hard to miss Clawdbot (now known as Openclaw). Clawdbot is, essentially, an AI agent that runs in yol...
Latent Space Engineering
A lot of the focus on interacting with agents recently has been on "context engineering," which is the discipline of packing exactly the information that the agent needs to know into the prompt. Conte...
Speedrunning Agentic Software Engineering Management
When cryptocurrencies first became a thing, some of their loudest proponents talked about how they were free, democratic, and open, and didn't need all of the regulation and bureaucratic institutions ...
Crypto scammers are using my name. Don't fall for it.
I woke up this morning to discover that, without my knowledge or consent, someone had created an ICO using the Superpowers name and my Twitter username. They emailed me excitedly to tell me that I'd a...