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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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AI 可见性总分
33 /100
亟需修复
品类召回
0 / 2
在所有问题中均未被推荐
规则结果
通过 2 · 警告 0 · 失败 0
客观元数据检查
AI 认识你的名字
2 / 3
直接询问时,AI 是否点名你的仓库
如何阅读这份报告

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。

整体方向
  • highreadme#1
    Reposition 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#2
    Expand 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#3
    Add 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。

召回
0 / 2
0% 的问题里出现了 swyxio/ai-notes
平均排名
越小越好。#1 表示首位推荐。
声量占比
0%
在所有被点名的工具中,你占了多少?
头号对手
The Batch
在 2 个问题中被推荐 2 次
竞品排行
  1. The Batch · 被推荐 2 次
  2. Hugging Face Blog · 被推荐 2 次
  3. Google AI Blog · 被推荐 2 次
  4. Meta AI Blog · 被推荐 2 次
  5. 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:
    1. Papers With Code
    2. arXiv.org
    3. Distill.pub
    4. The Batch
    5. Hugging Face Blog
    6. Google AI Blog
    7. Meta AI Blog
    8. Microsoft Research Blog
    9. 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:
    1. Google AI Blog
    2. OpenAI Blog
    3. Meta AI Blog
    4. Hugging Face Blog
    5. Transformers library
    6. The Batch
    7. DeepLearning.AI
    8. AI Explained
    9. Import AI
    10. Generative AI with Large Language Models
    11. Diffusion Models for Generative AI
    12. fast.ai
    13. edX
    14. MITx
    15. HarvardX AI courses
    16. Hugging Face Community Forums
    17. Reddit
    18. r/MachineLearning
    19. r/DeepLearning
    20. r/GenerativeAI
    21. Stability AI
    22. Midjourney
    23. NeurIPS
    24. ICML
    25. CVPR
    26. 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 completeness
    pass

  • README presence
    pass

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?
    pass
    AI 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?
    pass
    AI 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?
    pass
    AI 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。

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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