Channels
Which channels earn your time. Ranked by yield per video, not volume. Provisional.
Ranked by yield per video = (2 x watch-picks + hands-on items + primary-source items) / videos, channels with 2+ videos first; not by volume. Hype average is reported separately. A single week; do not exclude channels on this alone.
| Channel | Videos | Items | Watch-picks | Hands-on | Primary | Repeats | Sponsored | Avg hype | Yield/video | Repeat share |
|---|---|---|---|---|---|---|---|---|---|---|
| Bijan Bowen | 5 | 31 | 13 | 21 | 9 | 5 | 3 | 1.2 | 11.2 | 16% |
| Matt Wolfe | 3 | 20 | 8 | 4 | 3 | 7 | 2 | 1.0 | 7.7 | 35% |
| Mastra | 5 | 27 | 11 | 0 | 13 | 13 | 3 | 0.4 | 7.0 | 48% |
| Matt Williams | 2 | 9 | 5 | 2 | 2 | 4 | 0 | 0.0 | 7.0 | 44% |
| Riley Brown | 3 | 11 | 6 | 7 | 2 | 3 | 1 | 1.3 | 7.0 | 27% |
| Theo - t3.gg | 4 | 25 | 8 | 4 | 5 | 13 | 4 | 1.0 | 6.2 | 52% |
| Every | 5 | 28 | 6 | 14 | 4 | 3 | 5 | 1.0 | 6.0 | 11% |
| AI Code King | 7 | 24 | 12 | 7 | 4 | 4 | 6 | 0.9 | 5.0 | 17% |
| Prompt Engineering | 3 | 13 | 4 | 4 | 3 | 3 | 3 | 1.0 | 5.0 | 23% |
| Nate B Jones | 4 | 20 | 7 | 3 | 3 | 9 | 4 | 1.2 | 5.0 | 45% |
| Nate Herk | 13 | 40 | 16 | 21 | 2 | 13 | 13 | 1.2 | 4.2 | 32% |
| Latent Space | 3 | 15 | 4 | 0 | 4 | 1 | 1 | 0.0 | 4.0 | 7% |
| Sebastian Raschka | 2 | 7 | 3 | 1 | 1 | 2 | 1 | 0.0 | 4.0 | 29% |
| Wes Roth | 7 | 35 | 10 | 6 | 1 | 13 | 2 | 1.7 | 3.9 | 37% |
| Fahd Mirza | 17 | 50 | 19 | 23 | 4 | 13 | 14 | 0.6 | 3.8 | 26% |
| Matthew Berman | 6 | 31 | 6 | 7 | 2 | 16 | 6 | 1.3 | 3.5 | 52% |
| Hugging Face | 2 | 6 | 2 | 0 | 3 | 0 | 0 | 0.0 | 3.5 | 0% |
| NVIDIA Developer | 6 | 11 | 6 | 0 | 8 | 1 | 4 | 0.0 | 3.3 | 9% |
| Bart Slodyczka | 4 | 9 | 3 | 7 | 0 | 0 | 4 | 0.5 | 3.2 | 0% |
| Fireship | 4 | 15 | 5 | 1 | 2 | 7 | 4 | 1.0 | 3.2 | 47% |
| Peter Yang | 5 | 14 | 5 | 6 | 0 | 3 | 4 | 0.4 | 3.2 | 21% |
| Two Minute Papers | 2 | 7 | 2 | 1 | 1 | 2 | 2 | 1.5 | 3.0 | 29% |
| Cerebras | 3 | 5 | 3 | 0 | 3 | 0 | 3 | 0.7 | 3.0 | 0% |
| GitHub | 17 | 29 | 16 | 0 | 16 | 4 | 10 | 0.2 | 2.8 | 14% |
| Microsoft Reactor | 13 | 33 | 10 | 2 | 11 | 8 | 2 | 0.2 | 2.5 | 24% |
| The AI Advantage | 2 | 7 | 2 | 0 | 1 | 0 | 2 | 1.0 | 2.5 | 0% |
| Cursor | 6 | 26 | 4 | 1 | 6 | 3 | 6 | 0.5 | 2.5 | 12% |
| Replit | 3 | 9 | 2 | 0 | 3 | 1 | 2 | 1.0 | 2.3 | 11% |
| AI Engineer | 15 | 50 | 11 | 0 | 11 | 7 | 10 | 0.2 | 2.2 | 14% |
| Cole Medin | 2 | 6 | 1 | 0 | 2 | 0 | 2 | 1.0 | 2.0 | 0% |
| Manolo Remiddi | 2 | 9 | 1 | 2 | 0 | 3 | 2 | 0.5 | 2.0 | 33% |
| ElevenLabs | 3 | 3 | 2 | 1 | 1 | 1 | 3 | 0.3 | 2.0 | 33% |
| IBM Technology | 6 | 11 | 4 | 0 | 3 | 2 | 4 | 0.0 | 1.8 | 18% |
| How I AI | 12 | 19 | 6 | 8 | 0 | 3 | 4 | 0.4 | 1.7 | 16% |
| n8n | 3 | 2 | 2 | 0 | 1 | 0 | 2 | 0.0 | 1.7 | 0% |
| Amazon Web Services | 8 | 12 | 3 | 0 | 7 | 5 | 5 | 0.1 | 1.6 | 42% |
| Julian Goldie | 135 | 263 | 78 | 26 | 35 | 168 | 135 | 1.5 | 1.6 | 64% |
| Visual Studio Code | 6 | 3 | 3 | 0 | 3 | 1 | 1 | 0.0 | 1.5 | 33% |
| Snowflake Developers | 2 | 2 | 1 | 0 | 1 | 0 | 1 | 0.0 | 1.5 | 0% |
| OpenAI | 13 | 13 | 4 | 0 | 11 | 3 | 11 | 1.0 | 1.5 | 23% |
| Microsoft Developer | 7 | 9 | 2 | 1 | 3 | 0 | 1 | 0.0 | 1.1 | 0% |
| Alex Finn | 3 | 13 | 0 | 3 | 0 | 2 | 3 | 2.0 | 1.0 | 15% |
| Alibaba Cloud | 7 | 6 | 2 | 0 | 3 | 0 | 5 | 0.3 | 1.0 | 0% |
| Anthropic | 2 | 2 | 0 | 0 | 2 | 1 | 0 | 1.0 | 1.0 | 50% |
| Claude | 5 | 4 | 1 | 0 | 3 | 0 | 2 | 0.0 | 1.0 | 0% |
| Google for Developers | 4 | 7 | 1 | 0 | 2 | 2 | 1 | 0.2 | 1.0 | 29% |
| LangChain | 5 | 2 | 2 | 0 | 1 | 0 | 2 | 0.2 | 1.0 | 0% |
| Databricks | 4 | 1 | 1 | 0 | 1 | 0 | 4 | 0.0 | 0.8 | 0% |
| Vizuara | 14 | 5 | 4 | 1 | 0 | 5 | 4 | 0.0 | 0.6 | 100% |
| AWS Developers | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 0.0 | 0.0 | 0% |
| Daniel Miessler | 3 | 19 | 0 | 0 | 0 | 6 | 2 | 0.3 | 0.0 | 32% |
| DeepLearning.AI | 3 | 0 | 0 | 0 | 0 | 0 | 2 | 0.3 | 0.0 | 0% |
| Google Cloud Tech | 7 | 0 | 0 | 0 | 0 | 0 | 6 | 0.0 | 0.0 | 0% |
| Dylan Davis | 3 | 0 | 0 | 0 | 0 | 0 | 3 | 0.3 | 0.0 | 0% |
| Krish Naik | 3 | 0 | 0 | 0 | 0 | 0 | 3 | 0.3 | 0.0 | 0% |
| Microsoft Azure | 3 | 0 | 0 | 0 | 0 | 0 | 3 | 0.0 | 0.0 | 0% |
| Sentdex | 1 | 8 | 4 | 5 | 4 | 1 | 1 | 0.0 | 17.0 | 12% |
| No Priors | 1 | 6 | 5 | 0 | 5 | 3 | 0 | 0.0 | 15.0 | 50% |
| Alex Ziskind | 1 | 3 | 2 | 3 | 1 | 0 | 1 | 1.0 | 8.0 | 0% |
| Sam Witteveen | 1 | 5 | 4 | 0 | 0 | 2 | 0 | 0.0 | 8.0 | 40% |
| Lenny's Podcast | 1 | 11 | 3 | 1 | 0 | 1 | 1 | 0.0 | 7.0 | 9% |
| Google DeepMind | 1 | 2 | 2 | 0 | 2 | 0 | 1 | 0.0 | 6.0 | 0% |
| IndyDevDan | 1 | 5 | 2 | 2 | 0 | 1 | 1 | 1.0 | 6.0 | 20% |
| David Ondrej | 1 | 6 | 2 | 1 | 0 | 1 | 1 | 1.0 | 5.0 | 17% |
| AI Explained | 1 | 8 | 2 | 0 | 1 | 2 | 1 | 1.0 | 5.0 | 25% |
| Leon van Zyl | 1 | 2 | 1 | 1 | 1 | 0 | 1 | 1.0 | 4.0 | 0% |
| All About AI | 1 | 2 | 1 | 1 | 0 | 0 | 1 | 1.0 | 3.0 | 0% |
| Daily | 1 | 1 | 1 | 0 | 1 | 0 | 1 | 0.0 | 3.0 | 0% |
| Microsoft Research | 1 | 4 | 1 | 0 | 1 | 0 | 0 | 0.0 | 3.0 | 0% |
| Cloudflare Developers | 1 | 1 | 1 | 0 | 1 | 0 | 1 | 1.0 | 3.0 | 0% |
| Letta | 1 | 5 | 1 | 0 | 1 | 4 | 1 | 0.0 | 3.0 | 80% |
| Machine Learning Street Talk | 1 | 8 | 1 | 0 | 0 | 0 | 0 | 0.0 | 2.0 | 0% |
| Weaviate | 1 | 5 | 1 | 0 | 0 | 0 | 1 | 0.0 | 2.0 | 0% |
| NVIDIA | 1 | 3 | 0 | 0 | 1 | 2 | 0 | 0.0 | 1.0 | 67% |
| Builder.io | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1.0 | 0.0 | 0% |
| Stanford Online | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0.0 | 0.0 | 0% |
| Arize AI | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0% |
| Braintrust | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0.0 | 0.0 | 0% |
| 1littlecoder | 1 | 4 | 0 | 0 | 0 | 2 | 0 | 1.0 | 0.0 | 50% |
| Baseten | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0.0 | 0.0 | 0% |
| Jeff Geerling | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0% |
| David Shapiro | 1 | 7 | 0 | 0 | 0 | 6 | 1 | 1.0 | 0.0 | 86% |