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RT @iwiwi: Our inference-time scaling method AB-MCTS (NeurIPS’25 Spotlight✨) is already powering multiple real-world projects. By combining…

RT @iwiwi: Our inference-time scaling method AB-MCTS (NeurIPS’25 Spotlight✨) is already powering multiple real-world projects. By combining…

Building @SakanaAILabs 🧠

avatar for hardmaru
hardmaru
Thu Dec 11 10:27:20
用 Cursor 或 Windsurf 写代码时，常遇到 AI 搞不清项目结构，或者还在用过时的构建命令，导致生成的代码无法运行。 这是因为 `https://t.co/Bkh3Cq9AME` 本质上是写给人看的，充满了人类能懂但机器难理解的上下文，缺乏精确的执行指令。 最近在 GitHub 上看到 https://t.co/Y2GMO1yxMS 这个开源项目，旨在为 AI 编程智能体提供一份专属的“操作手册”。 将面向人类的快速入门指南，与面向机器的构建步骤、测试指令和代码规范彻底分离，互不干扰。 核心逻辑非常清晰：在项目根目录创建一个 Markdown 文件，专门告诉 AI 如何构建、如何测试以及遵循什么样的代码风格。 广泛兼容目前主流的 AI 编程工具，包括 VS Code、Cursor、Windsurf、Aider 以及 GitHub Copilot 等。 GitHub：https://t.co/SAy5OK7qCH 使用成本极低，只需新建一个 `https://t.co/Y2GMO1yxMS` 文件，填入项目概览、测试命令和安全注意事项即可。 支持在大型项目中嵌套使用，比如在子目录放置不同的配置文件，AI 会自动读取最近的指令，非常灵活。 随着 AI 辅助编程成为主流，为项目配置一份“机器文档”或将成为开发者的基本技能，建议大家尽早尝试。

用 Cursor 或 Windsurf 写代码时，常遇到 AI 搞不清项目结构，或者还在用过时的构建命令，导致生成的代码无法运行。 这是因为 `https://t.co/Bkh3Cq9AME` 本质上是写给人看的，充满了人类能懂但机器难理解的上下文，缺乏精确的执行指令。 最近在 GitHub 上看到 https://t.co/Y2GMO1yxMS 这个开源项目，旨在为 AI 编程智能体提供一份专属的“操作手册”。 将面向人类的快速入门指南，与面向机器的构建步骤、测试指令和代码规范彻底分离，互不干扰。 核心逻辑非常清晰：在项目根目录创建一个 Markdown 文件，专门告诉 AI 如何构建、如何测试以及遵循什么样的代码风格。 广泛兼容目前主流的 AI 编程工具，包括 VS Code、Cursor、Windsurf、Aider 以及 GitHub Copilot 等。 GitHub：https://t.co/SAy5OK7qCH 使用成本极低，只需新建一个 `https://t.co/Y2GMO1yxMS` 文件，填入项目概览、测试命令和安全注意事项即可。 支持在大型项目中嵌套使用，比如在子目录放置不同的配置文件，AI 会自动读取最近的指令，非常灵活。 随着 AI 辅助编程成为主流，为项目配置一份“机器文档”或将成为开发者的基本技能，建议大家尽早尝试。

💡 挖掘开源的价值 🧑🏻‍💻 坚持分享 GitHub 上高质量、有趣、实用的教程、AI工具、前沿 AI 技术 🧐 A list cool, interesting projects of GitHub. ✏️ 公众号：GitHubDaily

avatar for GitHubDaily
GitHubDaily
Thu Dec 11 10:00:08
This doesn't work because a "product launch" isn't what it was 10 years ago anymore Back then you'd launch on Product Hunt and you'd get thousands or tens of thousands of users overnight and journalists would pick it up after A lot has changed since then Firstly, nobody cares anymore, there's too many products and things launching and unless your product is completely groundbreaking and new, a launch won't get much attention anymore Secondly, these days you essentially should be launching every day non-stop: you try get attention from potential new users, posting new features you build based on user requests, tapping into trends you see and then jumping on them You even see it with AI companies now, they just add the new version like Grok 4.1 or ChatGPT 5.1 without a big presentation. Just roll it out and improve the product for users So yes launching is dead I think

This doesn't work because a "product launch" isn't what it was 10 years ago anymore Back then you'd launch on Product Hunt and you'd get thousands or tens of thousands of users overnight and journalists would pick it up after A lot has changed since then Firstly, nobody cares anymore, there's too many products and things launching and unless your product is completely groundbreaking and new, a launch won't get much attention anymore Secondly, these days you essentially should be launching every day non-stop: you try get attention from potential new users, posting new features you build based on user requests, tapping into trends you see and then jumping on them You even see it with AI companies now, they just add the new version like Grok 4.1 or ChatGPT 5.1 without a big presentation. Just roll it out and improve the product for users So yes launching is dead I think

🇪🇺 https://t.co/NdorAWrhrB @euacc 📸 https://t.co/lAyoqmT9Hv $115K/m 🏡 https://t.co/1oqUgfDEsx $36K/m 🛰 https://t.co/ZHSvI2wRou $42K/m 🌍 https://t.co/UXK5AFra0o $14K/m 👙 https://t.co/RyXpqGvdBB $14K/m 💾 https://t.co/M1hEUBB6da $6K

avatar for @levelsio
@levelsio
Thu Dec 11 09:59:24
This doesn't work because a "product launch" isn't what it was 10 years ago anymore Back then you'd launch on Product Hunt and you'd get thousands or tens of thousands of users overnight and journalists would pick it up after A lot has changed since then Firstly, nobody cares anymore, there's too many products and things launching and unless your product is completely groundbreaking and new, a launch won't get much attention anymore Secondly, these days you essentially should be launching every day non-stop: you try get attention from potential new users, posting new features you build based on user requests, tapping into trends you see and then jumping on them You even see it with AI companies now, they just add the new version like Grok 4.1 or ChatGPT 5.1 without a big presentation. Just roll it out and improve the product for users So yes launching is dead I think

This doesn't work because a "product launch" isn't what it was 10 years ago anymore Back then you'd launch on Product Hunt and you'd get thousands or tens of thousands of users overnight and journalists would pick it up after A lot has changed since then Firstly, nobody cares anymore, there's too many products and things launching and unless your product is completely groundbreaking and new, a launch won't get much attention anymore Secondly, these days you essentially should be launching every day non-stop: you try get attention from potential new users, posting new features you build based on user requests, tapping into trends you see and then jumping on them You even see it with AI companies now, they just add the new version like Grok 4.1 or ChatGPT 5.1 without a big presentation. Just roll it out and improve the product for users So yes launching is dead I think

🇪🇺 https://t.co/NdorAWrhrB @euacc 📸 https://t.co/lAyoqmT9Hv $115K/m 🏡 https://t.co/1oqUgfDEsx $36K/m 🛰 https://t.co/ZHSvI2wRou $42K/m 🌍 https://t.co/UXK5AFra0o $14K/m 👙 https://t.co/RyXpqGvdBB $14K/m 💾 https://t.co/M1hEUBB6da $6K

avatar for @levelsio
@levelsio
Thu Dec 11 09:59:24
No because solar energy is essentially free When you launch data centers into space your only cost is the hardware + launch

No because solar energy is essentially free When you launch data centers into space your only cost is the hardware + launch

🇪🇺 https://t.co/NdorAWrhrB @euacc 📸 https://t.co/lAyoqmT9Hv $115K/m 🏡 https://t.co/1oqUgfDEsx $36K/m 🛰 https://t.co/ZHSvI2wRou $42K/m 🌍 https://t.co/UXK5AFra0o $14K/m 👙 https://t.co/RyXpqGvdBB $14K/m 💾 https://t.co/M1hEUBB6da $6K

avatar for @levelsio
@levelsio
Thu Dec 11 09:53:39
I've been trying to get in the habit of building more AI / agent automation in my life. Basically, every time I'm faced with a chore like upgrading dependencies, resolving a merge conflict, writing release notes, etc. I ask: Could an agent do this? If so, I write the pronts/tools I need to make it happen and force myself to do it that way. So far it's been a huge time suck. Because getting the AI to do it well takes way longer than doing it myself. But as the library of things it can do grows I'm optimistic it'll pay off big down the road. Find myself referring to this chart a lot...

I've been trying to get in the habit of building more AI / agent automation in my life. Basically, every time I'm faced with a chore like upgrading dependencies, resolving a merge conflict, writing release notes, etc. I ask: Could an agent do this? If so, I write the pronts/tools I need to make it happen and force myself to do it that way. So far it's been a huge time suck. Because getting the AI to do it well takes way longer than doing it myself. But as the library of things it can do grows I'm optimistic it'll pay off big down the road. Find myself referring to this chart a lot...

Went from CTO to solopreneur, now building an empire one business at a time. Growing https://t.co/o8SD3o1h6p, https://t.co/NVUx34raAP, and https://t.co/2uIpQjuNAC

avatar for Cory Zue
Cory Zue
Thu Dec 11 09:43:50
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