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A leveled map of 149 GenAI tools — sorted by concept depth, not hype

Developer Maneesh Kumar Thakur built a map of 149 generative AI tools sorted by concept depth rather than hype, distinguishing ease of use from the understanding required to use each tool effectively. The single-page app, available at maneesh-kumar-thakur.github.io/self-serve-learnings-4-all, links each tool to a beginner-friendly guide and its code repository, with no signup or tracking and an open-source CC0 license.

read1 min views3 publishedAug 20, 2026

Most "AI tools" lists are a wall of 500 links sorted by… nothing. A beginner and a distributed-systems engineer open the same undifferentiated pile and both bounce off it.

So I built a different kind of map: 149 GenAI tools sorted by concept depth — not by how hard a tool is, but by how much you need to understand to use it well.

The trick: ease of use ≠ concept depth. ChatGPT is trivial to use, so it's Level 0. FlashAttention is Level 4 — not hard to install, but you need to understand attention and GPU memory to know why it matters.

On the map, every tool has exactly two links — 📖 one thing to read (a hand-picked, approachable guide) and 🐙 the code (repo or homepage). No taxonomy, no noise. Each entry looks like this:

Ollama— run open models locally · 📖a beginner's tutorial· 🐙the repo

Sorting by depth turns a directory into a path: look at your rung, see 10–25 tools instead of 500, pick one — and the reading and the code are right there. It's a searchable single-page app: no signup, no tracking, open source (CC0).

👉 **Browse the map:** [https://maneesh-kumar-thakur.github.io/self-serve-learnings-4-all/](https://maneesh-kumar-thakur.github.io/self-serve-learnings-4-all/)

⭐ **Repo:** [https://github.com/maneesh-kumar-thakur/self-serve-learnings-4-all](https://github.com/maneesh-kumar-thakur/self-serve-learnings-4-all)

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