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置顶与许多中国风险投资人不同，我和我的合伙人克里斯不会投资于竞争对手。投资竞争对手是风险投资人能做的最不忠诚和不专注的事情。它显示出完全缺乏信念，并且是懦弱的行为。
一旦我们选择了创始团队，我们就会完全承诺给他们，并确保他们有赢得的最佳机会。对我们来说，忠诚和完全专注是世界一流伙伴关系的基础。即使我们最终错了，错失了赚钱的机会。我们不想投资于Robinhood、Manus、Plaud、Qbit或Wanaka的竞争对手。当我们给你开支票时，那就是我们的承诺。坚持到底。(Grok translation)
Unlike a lot of VCs in China, my partner Chris and I do not invest in competitors. Investing in competitors is the most disloyal and unfocused thing a VC can do. It shows a total lack of conviction and is spineless behavior.
Once we pick a founding team, we commit to them entirely and make sure they have the best chance of winning. To us, loyalty and total focus is the foundation of a world-class partnership. Even if we end up being wrong and leave money on the table. We don’t want to invest in Robinhood, Manus, Plaud, Qbit, or Wanaka competitors. When we write you a check that’s our promise. In it until the end.
一旦我们选择了创始团队，我们就会完全承诺给他们，并确保他们有赢得的最佳机会。对我们来说，忠诚和完全专注是世界一流伙伴关系的基础。即使我们最终错了，错失了赚钱的机会。我们不想投资于Robinhood、Manus、Plaud、Qbit或Wanaka的竞争对手。当我们给你开支票时，那就是我们的承诺。坚持到底。(Grok translation)
Unlike a lot of VCs in China, my partner Chris and I do not invest in competitors. Investing in competitors is the most disloyal and unfocused thing a VC can do. It shows a total lack of conviction and is spineless behavior.
Once we pick a founding team, we commit to them entirely and make sure they have the best chance of winning. To us, loyalty and total focus is the foundation of a world-class partnership. Even if we end up being wrong and leave money on the table. We don’t want to invest in Robinhood, Manus, Plaud, Qbit, or Wanaka competitors. When we write you a check that’s our promise. In it until the end.
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@埃隆噗大可 thanks for the tip on agent teams.
I developed an early version of a plugin, combining claude's agent teams with Smart-ralph, so that each agent has a rigorous design and testing plan - and can work more cleanly in parallel.
Give it a smart-ralph spec and it will parallelize the work with python and hooks.
I developed an early version of a plugin, combining claude's agent teams with Smart-ralph, so that each agent has a rigorous design and testing plan - and can work more cleanly in parallel.
Give it a smart-ralph spec and it will parallelize the work with python and hooks.
https://github.com/kavanaghpatrick/ralph-parallel
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Minimax, on projected 2026 forward revenue of 220M (70M last year) from Guotai Haitong, is trading at 136x sales today.
Anthropic is at 27x, OpenAI around 35x.
Anthropic is at 27x, OpenAI around 35x.
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Great vibe coding results come from realizing you should trust no knowledge embedded in the model. Only tool use, plugins, and reasoning.
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也许我入局晚了，但过去几天我才真正意识到：现在构建完整的 harness 和 scaffolding 已经变得极其简单，这彻底将 Claude 的编程能力转变为一种远更强大的工具。
我一直在做一个专注于 Apple Silicon GPU 编程的 harness：gpu-forge 把 Claude 变成一个真正的 M4/M5 时代 GPU 系统工程师。
• 601 条精选研究发现（322 条已验证，92 篇学术引用），来源包括 Asahi Linux 逆向工程、Philip Turner 基准测试、WWDC 会议以及 LithOS 等论文，提供硬件精准的答案而非泛泛的 GPU 建议。
• 独立的 Opus 代理可自主研究新课题、提取带引用的发现，并永久扩展 SQLite/FTS5 知识库。
• 经验证可编译的 Metal 模板、交互式项目脚手架向导、最佳实践代码审查，以及 194 条通过的 BATS 测试，共同构成一套生产就绪的 Apple Silicon GPU 开发 harness。
Maybe I’m late to the party, but over the past few days I’ve realized just how trivial it’s become to build full harnesses and scaffolding — and how completely it transforms Claude’s coding capabilities into something far more powerful.
I’ve been working on one focused on Apple Silicon GPU programming: gpu-forge turns Claude into a genuine M4/M5-era GPU systems engineer.
• 601 curated findings (322 verified, 92 academic citations) from Asahi Linux reverse-engineering, Philip Turner benchmarks, WWDC sessions, and papers like LithOS deliver hardware-accurate answers instead of generic GPU advice.
• Isolated Opus agent autonomously researches new topics, extracts cited findings, and permanently extends the SQLite/FTS5 knowledge base.
• Verified Metal templates, interactive project scaffolding wizard, best-practice code review, and 194 passing BATS tests provide a complete production-ready Apple Silicon GPU development harness.
我一直在做一个专注于 Apple Silicon GPU 编程的 harness：gpu-forge 把 Claude 变成一个真正的 M4/M5 时代 GPU 系统工程师。
• 601 条精选研究发现（322 条已验证，92 篇学术引用），来源包括 Asahi Linux 逆向工程、Philip Turner 基准测试、WWDC 会议以及 LithOS 等论文，提供硬件精准的答案而非泛泛的 GPU 建议。
• 独立的 Opus 代理可自主研究新课题、提取带引用的发现，并永久扩展 SQLite/FTS5 知识库。
• 经验证可编译的 Metal 模板、交互式项目脚手架向导、最佳实践代码审查，以及 194 条通过的 BATS 测试，共同构成一套生产就绪的 Apple Silicon GPU 开发 harness。
Maybe I’m late to the party, but over the past few days I’ve realized just how trivial it’s become to build full harnesses and scaffolding — and how completely it transforms Claude’s coding capabilities into something far more powerful.
I’ve been working on one focused on Apple Silicon GPU programming: gpu-forge turns Claude into a genuine M4/M5-era GPU systems engineer.
• 601 curated findings (322 verified, 92 academic citations) from Asahi Linux reverse-engineering, Philip Turner benchmarks, WWDC sessions, and papers like LithOS deliver hardware-accurate answers instead of generic GPU advice.
• Isolated Opus agent autonomously researches new topics, extracts cited findings, and permanently extends the SQLite/FTS5 knowledge base.
• Verified Metal templates, interactive project scaffolding wizard, best-practice code review, and 194 passing BATS tests provide a complete production-ready Apple Silicon GPU development harness.
GitHub - kavanaghpatrick/gpu-forge: Claude Code plugin that turns Claude into an Apple Silicon GPU systems engineer. 601 knowledge findings across 11 GPU computing domains, 3 specialized agents, 6 commands, Metal shader templates, and a complete BATS test suite.
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