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swyxio/ai-notes
默认分支 main · commit d116f04c · 扫描时间 2026/5/8 22:27:48
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行动计划告诉你下一步要做什么——按影响力排序、可直接复制粘贴的修改。品类可见性是真正的 GEO 测试:当用户向 AI 提一个不带品牌、本应让 swyxio/ai-notes 浮出水面的问题时,AI 是真的推荐了你,还是推荐了你的竞品?客观检查验证 AI 引擎最先权衡的那些元数据信号。自指检查判断 AI 是否还认识你的名字。
行动计划 — 可复制粘贴的修复
3 条由 gemini-2.5-flash 生成、按优先级排序的修改。修完后请把对应条目标记为完成。
- highreadme#1Reposition README H1 and opening paragraph to clarify purpose
原因:
当前# AI Notes notes on AI state of the art, with a focus on generative and large language models. These are the "raw materials" for the https://lspace.swyx.io/ newsletter. > This repo used to be called https://github.com/sw-yx/prompt-eng, but was renamed because Prompt Engineering is Overhyped. This is now an AI Engineering notes repo.
复制粘贴的修复# AI Engineering Notes: A Curated Knowledge Base This repository serves as a living, curated knowledge base for software engineers getting up to speed on new AI developments, with a focus on generative and large language models. It contains my personal, synthesized notes on the AI state of the art, which also serve as raw materials for the https://lspace.swyx.io/ newsletter. > This repo used to be called https://github.com/sw-yx/prompt-eng, but was renamed because Prompt Engineering is Overhyped. This is now an AI Engineering notes repo.
- mediumtopics#2Expand Topics to clarify category and format
原因:
当前ai, gpt, gpt-3, multimodal, openai, prompt-engineering, stable-diffusion
复制粘贴的修复ai, gpt, gpt-3, multimodal, openai, prompt-engineering, stable-diffusion, ai-engineering, knowledge-base, curated-notes, developer-resources, ai-research-notes, generative-ai
- mediumreadme#3Add a 'What this repo is (and isn't)' section to the README
原因:
复制粘贴的修复## What this repo is (and isn't) This repository is a personal, opinionated collection of notes and insights for AI engineers, designed to help you navigate the rapidly evolving AI landscape. It is *not* a news feed, an academic paper aggregator, or a general AI blog. Instead, it offers synthesized knowledge and canonical references, particularly under the `/Resources` folder, to provide a structured understanding of key AI developments.
本次扫描解析到的品类 GEO 通道:google/gemini-2.5-flash, deepseek/deepseek-v4-flash
品类可见性 — 真正的 GEO 测试
向 google/gemini-2.5-flash 提出的不带品牌问题。AI 推荐了你,还是推荐了别人?
各模型使用同一组问题 — 切换标签对比回答与排名。
- The Batch · 被推荐 2 次
- Hugging Face Blog · 被推荐 2 次
- Google AI Blog · 被推荐 2 次
- Meta AI Blog · 被推荐 2 次
- Papers With Code · 被推荐 1 次
- 品类问题Where can I find comprehensive notes on the latest advancements in AI engineering?你:未被推荐AI 推荐顺序:
- Papers With Code
- arXiv.org
- Distill.pub
- The Batch
- Hugging Face Blog
- Google AI Blog
- Meta AI Blog
- Microsoft Research Blog
- Towards Data Science
AI 推荐了 9 个替代方案,却始终没点名 swyxio/ai-notes。这就是要补上的差距。
查看 AI 完整回答
- 品类问题How can I stay updated on generative AI models and best practices for various modalities?你:未被推荐AI 推荐顺序:
- Google AI Blog
- OpenAI Blog
- Meta AI Blog
- Hugging Face Blog
- Transformers library
- The Batch
- DeepLearning.AI
- AI Explained
- Import AI
- Generative AI with Large Language Models
- Diffusion Models for Generative AI
- fast.ai
- edX
- MITx
- HarvardX AI courses
- Hugging Face Community Forums
- r/MachineLearning
- r/DeepLearning
- r/GenerativeAI
- Stability AI
- Midjourney
- NeurIPS
- ICML
- CVPR
- ACL
AI 推荐了 26 个替代方案,却始终没点名 swyxio/ai-notes。这就是要补上的差距。
查看 AI 完整回答
客观检查
针对 AI 引擎最看重的元数据信号的规则审计。
- Metadata completenesspass
- README presencepass
自指检查
当被直接问到你时,AI 是否还知道你的仓库存在?
- Compared to common alternatives in this category, what is the core differentiator of swyxio/ai-notes?passAI 明确点名了 swyxio/ai-notes
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- If a team adopts swyxio/ai-notes in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 swyxio/ai-notes
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- In one sentence, what problem does the repo swyxio/ai-notes solve, and who is the primary audience?passAI 未点名 swyxio/ai-notes —— 很可能在说另一个项目
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
嵌入你的 GEO 徽章
把这个徽章贴进 swyxio/ai-notes 的 README。每次重新扫描都会自动更新,并跳到最新报告——是「我在乎 AI 可发现性」最简单的公开证明。
[](https://repogeo.com/zh/r/swyxio/ai-notes)<a href="https://repogeo.com/zh/r/swyxio/ai-notes"><img src="https://repogeo.com/badge/swyxio/ai-notes.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
swyxio/ai-notes — 轻量扫描仍免费;本卡列出 Pro 相对轻量的深度额度。
- 深度报告每月 10 次
- 无品牌品类查询5,轻量 2
- 优先行动项8,轻量 3