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I watched 100+ AI channels and ranked the 10 worth your time by skill-per-hour — how much you can actually DO after watching, not by subscriber count. Every channel is scored on two axes: DEPTH (do you truly understand it) and HANDS-ON (can you go build it today). Sub counts verified June 2026. THE LADDER, IN ORDER: #1 Andrej Karpathy (@AndrejKarpathy, ~1.52M) — builds a working GPT from scratch, line by line; the highest-signal teacher alive. #2 3Blue1Brown (@3blue1brown, ~8.44M) — the most beautiful visual explanations of the math under AI. #3 freeCodeCamp (@freecodecamp, ~11.7M) — full multi-hour free courses, start to finish. #4 StatQuest (@statquest, ~1.66M) — ML & stats fundamentals that finally click. #5 Fireship (@Fireship, ~4.22M) — ultra-fast 'X in 100 seconds' orientation. #6 Cole Medin (@ColeMedin, ~213K) — ships real AI agents end-to-end (n8n, LangGraph). #7 AI Explained (@aiexplained-official, ~432K) — the antidote to hype; reads the papers, tests the claims. #8 Two Minute Papers (@TwoMinutePapers, ~1.82M) — research highlights and big-picture awareness. #9 Matthew Berman (@matthew_berman, ~619K) — runs every new model through the same live test battery. #10 Hyperautomation Labs (@hyperautomationlabs1045, newcomer) — full disclosure, this is mine: copy-this-today build-alongs on Claude Code, AI agents and real automation. THE 4-STAGE PATH: (1) Get intuition first — 3Blue1Brown then StatQuest. (2) Take one full course — freeCodeCamp. (3) Build it from scratch — Karpathy, then Cole Medin, then Hyperautomation Labs. (4) Stay current, lightly — Fireship, Berman, AI Explained, Two Minute Papers. The one rule: you don't need all ten — pick the one that matches where you are right now, and actually finish it. Full credit to all 10 creators — go subscribe to them.

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