super-ishChannels
Which channels earn your time. Ranked by yield per video, not volume. Provisional.
1 to 7 September
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 |
|---|---|---|---|---|---|---|---|---|---|---|
| Theo - t3.gg | 4 | 25 | 20 | 4 | 12 | 13 | 4 | 1.0 | 14.0 | 52% |
| Bijan Bowen | 5 | 31 | 16 | 21 | 15 | 5 | 3 | 1.2 | 13.6 | 16% |
| Mastra | 5 | 27 | 18 | 0 | 26 | 13 | 3 | 0.4 | 12.4 | 48% |
| Manolo Remiddi | 2 | 9 | 7 | 2 | 7 | 3 | 2 | 0.5 | 11.5 | 33% |
| Nate B Jones | 4 | 20 | 15 | 3 | 12 | 9 | 4 | 1.2 | 11.2 | 45% |
| Matt Wolfe | 3 | 20 | 11 | 4 | 6 | 7 | 2 | 1.0 | 10.7 | 35% |
| Matthew Berman | 6 | 31 | 20 | 7 | 10 | 16 | 6 | 1.3 | 9.5 | 52% |
| Riley Brown | 3 | 11 | 8 | 7 | 5 | 3 | 1 | 1.3 | 9.3 | 27% |
| Every | 5 | 28 | 13 | 14 | 6 | 3 | 5 | 1.0 | 9.2 | 11% |
| Prompt Engineering | 3 | 13 | 9 | 4 | 3 | 3 | 3 | 1.0 | 8.3 | 23% |
| AI Code King | 7 | 24 | 16 | 7 | 11 | 4 | 6 | 0.9 | 7.1 | 17% |
| Matt Williams | 2 | 9 | 4 | 2 | 4 | 4 | 0 | 0.0 | 7.0 | 44% |
| Bart Slodyczka | 4 | 9 | 7 | 7 | 6 | 0 | 4 | 0.5 | 6.8 | 0% |
| Latent Space | 3 | 15 | 6 | 0 | 6 | 1 | 1 | 0.0 | 6.0 | 7% |
| Cursor | 6 | 26 | 10 | 1 | 12 | 3 | 6 | 0.5 | 5.5 | 12% |
| Peter Yang | 5 | 14 | 7 | 6 | 7 | 3 | 4 | 0.4 | 5.4 | 21% |
| Wes Roth | 7 | 35 | 10 | 6 | 11 | 13 | 2 | 1.7 | 5.3 | 37% |
| Nate Herk | 13 | 40 | 17 | 21 | 11 | 13 | 13 | 1.2 | 5.1 | 32% |
| Fireship | 4 | 15 | 7 | 1 | 5 | 7 | 4 | 1.0 | 5.0 | 47% |
| Microsoft Reactor | 13 | 33 | 15 | 2 | 29 | 8 | 2 | 0.2 | 4.7 | 24% |
| Fahd Mirza | 17 | 50 | 18 | 23 | 18 | 13 | 14 | 0.6 | 4.5 | 26% |
| Two Minute Papers | 2 | 7 | 3 | 1 | 2 | 2 | 2 | 1.5 | 4.5 | 29% |
| Sebastian Raschka | 2 | 7 | 3 | 1 | 2 | 2 | 1 | 0.0 | 4.5 | 29% |
| Daniel Miessler | 3 | 19 | 4 | 0 | 4 | 6 | 2 | 0.3 | 4.0 | 32% |
| AI Engineer | 15 | 50 | 20 | 0 | 17 | 7 | 10 | 0.2 | 3.8 | 14% |
| Replit | 3 | 9 | 3 | 0 | 5 | 1 | 2 | 1.0 | 3.7 | 11% |
| Cole Medin | 2 | 6 | 2 | 0 | 2 | 0 | 2 | 1.0 | 3.0 | 0% |
| Cerebras | 3 | 5 | 3 | 0 | 3 | 0 | 3 | 0.7 | 3.0 | 0% |
| Alex Finn | 3 | 13 | 2 | 3 | 1 | 2 | 3 | 2.0 | 2.7 | 15% |
| Julian Goldie | 135 | 263 | 105 | 26 | 102 | 168 | 135 | 1.5 | 2.5 | 64% |
| Hugging Face | 2 | 6 | 1 | 0 | 3 | 0 | 0 | 0.0 | 2.5 | 0% |
| How I AI | 12 | 19 | 7 | 8 | 6 | 3 | 4 | 0.4 | 2.3 | 16% |
| NVIDIA Developer | 6 | 11 | 3 | 0 | 7 | 1 | 4 | 0.0 | 2.2 | 9% |
| Anthropic | 2 | 2 | 1 | 0 | 2 | 1 | 0 | 1.0 | 2.0 | 50% |
| IBM Technology | 6 | 11 | 4 | 0 | 4 | 2 | 4 | 0.0 | 2.0 | 18% |
| n8n | 3 | 2 | 2 | 0 | 2 | 0 | 2 | 0.0 | 2.0 | 0% |
| OpenAI | 13 | 13 | 7 | 0 | 11 | 3 | 11 | 1.0 | 1.9 | 23% |
| Google for Developers | 4 | 7 | 2 | 0 | 3 | 2 | 1 | 0.2 | 1.8 | 29% |
| Alibaba Cloud | 7 | 6 | 4 | 0 | 4 | 0 | 5 | 0.3 | 1.7 | 0% |
| Claude | 5 | 4 | 2 | 0 | 4 | 0 | 2 | 0.0 | 1.6 | 0% |
| GitHub | 17 | 29 | 8 | 0 | 11 | 4 | 10 | 0.2 | 1.6 | 14% |
| Amazon Web Services | 8 | 12 | 3 | 0 | 6 | 5 | 5 | 0.1 | 1.5 | 42% |
| The AI Advantage | 2 | 7 | 1 | 0 | 1 | 0 | 2 | 1.0 | 1.5 | 0% |
| Microsoft Developer | 7 | 9 | 2 | 1 | 5 | 0 | 1 | 0.0 | 1.4 | 0% |
| LangChain | 5 | 2 | 2 | 0 | 2 | 0 | 2 | 0.2 | 1.2 | 0% |
| ElevenLabs | 3 | 3 | 1 | 1 | 0 | 1 | 3 | 0.3 | 1.0 | 33% |
| Vizuara | 14 | 5 | 4 | 1 | 4 | 5 | 4 | 0.0 | 0.9 | 100% |
| Databricks | 4 | 1 | 1 | 0 | 1 | 0 | 4 | 0.0 | 0.8 | 0% |
| Visual Studio Code | 6 | 3 | 1 | 0 | 1 | 1 | 1 | 0.0 | 0.5 | 33% |
| AWS Developers | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 0.0 | 0.0 | 0% |
| 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% |
| Snowflake Developers | 2 | 2 | 0 | 0 | 0 | 0 | 1 | 0.0 | 0.0 | 0% |
| Machine Learning Street Talk | 1 | 8 | 6 | 0 | 6 | 0 | 0 | 0.0 | 18.0 | 0% |
| Lenny's Podcast | 1 | 11 | 5 | 1 | 5 | 1 | 1 | 0.0 | 16.0 | 9% |
| David Shapiro | 1 | 7 | 5 | 0 | 5 | 6 | 1 | 1.0 | 15.0 | 86% |
| Sam Witteveen | 1 | 5 | 5 | 0 | 5 | 2 | 0 | 0.0 | 15.0 | 40% |
| David Ondrej | 1 | 6 | 4 | 1 | 4 | 1 | 1 | 1.0 | 13.0 | 17% |
| Sentdex | 1 | 8 | 3 | 5 | 0 | 1 | 1 | 0.0 | 11.0 | 12% |
| Alex Ziskind | 1 | 3 | 2 | 3 | 2 | 0 | 1 | 1.0 | 9.0 | 0% |
| IndyDevDan | 1 | 5 | 2 | 2 | 2 | 1 | 1 | 1.0 | 8.0 | 20% |
| No Priors | 1 | 6 | 2 | 0 | 2 | 3 | 0 | 0.0 | 6.0 | 50% |
| Weaviate | 1 | 5 | 2 | 0 | 2 | 0 | 1 | 0.0 | 6.0 | 0% |
| All About AI | 1 | 2 | 1 | 1 | 1 | 0 | 1 | 1.0 | 4.0 | 0% |
| Leon van Zyl | 1 | 2 | 1 | 1 | 1 | 0 | 1 | 1.0 | 4.0 | 0% |
| AI Explained | 1 | 8 | 2 | 0 | 0 | 2 | 1 | 1.0 | 4.0 | 25% |
| Builder.io | 1 | 1 | 1 | 0 | 1 | 0 | 1 | 1.0 | 3.0 | 0% |
| NVIDIA | 1 | 3 | 1 | 0 | 1 | 2 | 0 | 0.0 | 3.0 | 67% |
| 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% |
| Google DeepMind | 1 | 2 | 1 | 0 | 1 | 0 | 1 | 0.0 | 3.0 | 0% |
| Letta | 1 | 5 | 1 | 0 | 1 | 4 | 1 | 0.0 | 3.0 | 80% |
| 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% |
30 August to 12 September, excluding 1-7
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 | 3 | 22 | 11 | 14 | 6 | 6 | 0 | 1.0 | 14.0 | 27% |
| Theo - t3.gg | 5 | 37 | 20 | 9 | 16 | 10 | 5 | 1.4 | 13.0 | 27% |
| Sam Witteveen | 3 | 16 | 10 | 6 | 7 | 2 | 2 | 0.7 | 11.0 | 12% |
| AI Code King | 7 | 36 | 17 | 12 | 14 | 13 | 6 | 1.1 | 8.6 | 36% |
| NVIDIA Developer | 4 | 22 | 10 | 0 | 13 | 0 | 3 | 0.8 | 8.2 | 0% |
| Alex Finn | 2 | 9 | 5 | 3 | 2 | 3 | 2 | 1.5 | 7.5 | 33% |
| Peter Yang | 2 | 6 | 5 | 0 | 4 | 2 | 1 | 0.5 | 7.0 | 33% |
| Leon van Zyl | 2 | 5 | 4 | 5 | 1 | 1 | 2 | 0.5 | 7.0 | 20% |
| Machine Learning Street Talk | 3 | 17 | 8 | 0 | 5 | 0 | 2 | 0.0 | 7.0 | 0% |
| David Ondrej | 2 | 13 | 5 | 0 | 4 | 2 | 2 | 0.5 | 7.0 | 15% |
| Nate B Jones | 5 | 18 | 11 | 0 | 11 | 5 | 4 | 1.0 | 6.6 | 28% |
| Fireworks AI | 2 | 8 | 5 | 0 | 3 | 1 | 2 | 0.0 | 6.5 | 12% |
| Matt Wolfe | 4 | 17 | 9 | 6 | 2 | 9 | 1 | 1.0 | 6.5 | 53% |
| Fahd Mirza | 14 | 48 | 22 | 30 | 10 | 5 | 12 | 0.6 | 6.0 | 10% |
| Hugging Face | 2 | 7 | 3 | 3 | 3 | 0 | 2 | 0.0 | 6.0 | 0% |
| Alex Ziskind | 3 | 6 | 5 | 3 | 4 | 2 | 2 | 0.7 | 5.7 | 33% |
| Cohere | 3 | 15 | 5 | 4 | 3 | 0 | 2 | 0.0 | 5.7 | 0% |
| Nate Herk | 5 | 16 | 7 | 7 | 4 | 2 | 4 | 0.8 | 5.0 | 12% |
| Replit | 4 | 13 | 6 | 0 | 8 | 5 | 4 | 1.0 | 5.0 | 38% |
| Two Minute Papers | 2 | 6 | 4 | 1 | 1 | 3 | 2 | 2.0 | 5.0 | 50% |
| Wes Roth | 2 | 10 | 4 | 0 | 2 | 2 | 0 | 2.0 | 5.0 | 20% |
| Matthew Berman | 7 | 21 | 11 | 3 | 7 | 10 | 2 | 1.6 | 4.6 | 48% |
| Mastra | 8 | 32 | 11 | 2 | 12 | 8 | 6 | 0.4 | 4.5 | 25% |
| Fireship | 2 | 8 | 2 | 2 | 3 | 4 | 2 | 1.5 | 4.5 | 50% |
| Matt Williams | 2 | 11 | 3 | 2 | 1 | 6 | 1 | 0.5 | 4.5 | 55% |
| Bart Slodyczka | 3 | 6 | 3 | 6 | 1 | 1 | 3 | 1.0 | 4.3 | 17% |
| No Priors | 3 | 7 | 4 | 0 | 4 | 3 | 0 | 0.0 | 4.0 | 43% |
| Claude | 2 | 5 | 2 | 0 | 4 | 0 | 2 | 0.5 | 4.0 | 0% |
| Microsoft Research | 3 | 19 | 6 | 0 | 0 | 0 | 1 | 0.0 | 4.0 | 0% |
| AI Engineer | 18 | 66 | 21 | 10 | 17 | 10 | 12 | 0.1 | 3.8 | 15% |
| GitHub | 9 | 21 | 10 | 1 | 13 | 1 | 5 | 0.1 | 3.8 | 5% |
| Microsoft Developer | 19 | 42 | 23 | 0 | 24 | 3 | 8 | 0.1 | 3.7 | 7% |
| Cole Medin | 4 | 5 | 5 | 0 | 4 | 1 | 4 | 0.8 | 3.5 | 20% |
| Krish Naik | 3 | 4 | 3 | 3 | 1 | 1 | 3 | 0.3 | 3.3 | 25% |
| Lenny's Podcast | 10 | 21 | 10 | 0 | 13 | 1 | 2 | 0.1 | 3.3 | 5% |
| IBM Technology | 7 | 17 | 9 | 0 | 5 | 10 | 5 | 0.0 | 3.3 | 59% |
| JetBrains | 6 | 13 | 8 | 0 | 3 | 5 | 3 | 0.2 | 3.2 | 38% |
| Microsoft Reactor | 12 | 35 | 10 | 7 | 10 | 11 | 10 | 0.0 | 3.1 | 31% |
| Arize AI | 4 | 7 | 4 | 0 | 4 | 2 | 4 | 0.0 | 3.0 | 29% |
| Dylan Davis | 3 | 6 | 3 | 0 | 3 | 2 | 3 | 0.3 | 3.0 | 33% |
| Cerebras | 3 | 9 | 4 | 0 | 1 | 2 | 3 | 0.0 | 3.0 | 22% |
| Steve (Builder.io) | 4 | 8 | 3 | 1 | 4 | 0 | 4 | 0.8 | 2.8 | 0% |
| How I AI | 3 | 5 | 3 | 0 | 2 | 0 | 2 | 0.3 | 2.7 | 0% |
| MongoDB | 3 | 7 | 3 | 0 | 2 | 1 | 3 | 0.3 | 2.7 | 14% |
| The AI Advantage | 9 | 19 | 5 | 11 | 3 | 8 | 9 | 1.3 | 2.7 | 42% |
| The Pragmatic Engineer | 5 | 11 | 4 | 0 | 5 | 0 | 1 | 0.0 | 2.6 | 0% |
| Julian Goldie | 126 | 217 | 97 | 23 | 82 | 145 | 126 | 1.5 | 2.4 | 67% |
| Google Cloud Tech | 5 | 10 | 3 | 0 | 5 | 1 | 3 | 0.2 | 2.2 | 10% |
| Alibaba Cloud | 3 | 5 | 2 | 0 | 2 | 1 | 3 | 1.0 | 2.0 | 20% |
| Google DeepMind | 3 | 6 | 2 | 0 | 2 | 0 | 3 | 0.7 | 2.0 | 0% |
| NVIDIA | 3 | 2 | 2 | 0 | 2 | 0 | 3 | 1.0 | 2.0 | 0% |
| Neo4j | 2 | 7 | 1 | 0 | 2 | 0 | 2 | 0.0 | 2.0 | 0% |
| Microsoft Azure | 2 | 3 | 1 | 0 | 1 | 0 | 2 | 0.0 | 1.5 | 0% |
| Liam Ottley | 2 | 4 | 1 | 1 | 0 | 0 | 2 | 1.0 | 1.5 | 0% |
| Amazon Web Services | 4 | 3 | 2 | 0 | 1 | 0 | 3 | 0.0 | 1.2 | 0% |
| OpenAI | 13 | 10 | 4 | 0 | 8 | 3 | 11 | 0.8 | 1.2 | 30% |
| LangChain | 9 | 6 | 4 | 0 | 3 | 2 | 6 | 0.1 | 1.2 | 33% |
| Databricks | 6 | 2 | 2 | 0 | 2 | 0 | 6 | 0.0 | 1.0 | 0% |
| ElevenLabs | 2 | 3 | 1 | 0 | 0 | 1 | 2 | 1.0 | 1.0 | 33% |
| Snowflake Developers | 3 | 1 | 1 | 0 | 1 | 0 | 3 | 0.0 | 1.0 | 0% |
| Weights & Biases | 3 | 3 | 0 | 0 | 3 | 1 | 3 | 1.0 | 1.0 | 33% |
| AssemblyAI | 2 | 2 | 0 | 0 | 1 | 0 | 2 | 0.5 | 0.5 | 0% |
| Vizuara | 10 | 1 | 1 | 0 | 1 | 1 | 4 | 0.0 | 0.3 | 100% |
| Elastic | 8 | 0 | 0 | 0 | 0 | 0 | 8 | 0.0 | 0.0 | 0% |
| Qdrant | 6 | 0 | 0 | 0 | 0 | 0 | 6 | 0.0 | 0.0 | 0% |
| Visual Studio Code | 2 | 8 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0% |
| Letta | 1 | 8 | 6 | 0 | 6 | 0 | 0 | 0.0 | 18.0 | 0% |
| Manolo Remiddi | 1 | 5 | 3 | 3 | 2 | 0 | 1 | 0.0 | 11.0 | 0% |
| MLOps Community | 1 | 6 | 5 | 0 | 0 | 2 | 0 | 0.0 | 10.0 | 33% |
| All About AI | 1 | 5 | 2 | 4 | 0 | 1 | 1 | 1.0 | 8.0 | 20% |
| Baseten | 1 | 8 | 3 | 0 | 2 | 1 | 1 | 0.0 | 8.0 | 12% |
| David Shapiro | 1 | 7 | 3 | 0 | 2 | 4 | 1 | 1.0 | 8.0 | 57% |
| Sentdex | 1 | 7 | 3 | 0 | 2 | 2 | 0 | 1.0 | 8.0 | 29% |
| Riley Brown | 1 | 6 | 2 | 3 | 0 | 2 | 1 | 1.0 | 7.0 | 33% |
| Daily | 1 | 5 | 2 | 0 | 2 | 0 | 1 | 0.0 | 6.0 | 0% |
| Prompt Engineering | 1 | 6 | 1 | 3 | 1 | 2 | 1 | 1.0 | 6.0 | 33% |
| AWS Developers | 1 | 4 | 1 | 0 | 2 | 0 | 1 | 1.0 | 4.0 | 0% |
| Full Stack Deep Learning | 1 | 3 | 2 | 0 | 0 | 1 | 1 | 0.0 | 4.0 | 33% |
| Weaviate | 1 | 3 | 1 | 0 | 2 | 0 | 1 | 0.0 | 4.0 | 0% |
| Braintrust | 1 | 2 | 1 | 0 | 2 | 0 | 0 | 0.0 | 4.0 | 0% |
| Dave Ebbelaar | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1.0 | 4.0 | 50% |
| Sebastian Raschka | 1 | 1 | 1 | 0 | 1 | 0 | 1 | 0.0 | 3.0 | 0% |
| IndyDevDan | 1 | 2 | 1 | 0 | 1 | 0 | 1 | 1.0 | 3.0 | 0% |
| Google for Developers | 1 | 1 | 1 | 0 | 1 | 0 | 1 | 0.0 | 3.0 | 0% |
| Cloudflare Developers | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0% |
| Jeff Geerling | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0% |
| Jeff Heaton | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0% |