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Technology & Computing / VIDEO

NCM Is this the End of LLMs?

Kai· 58.4K subscribers

5d ago · English audio

Is Stanford's Next-Concept Modeling (NCM) the end of LLMs? It writes text 31x faster, but against which model, and does any of it reach your GPU? Every chatbot you use, ChatGPT and Gemini included, writes one token at a time, and every token makes your GPU read the model's full weights out of memory. That is why large language models feel slow on your own machine. NCM, from Stanford and Together AI, skips that. It…

Watch on YouTube
6.6×Above the channel median
296.3KViews
779.7Avg. views / hour · 1.1h window
45.2KMedian · 50 videos

Outlier score

296.3K views ÷ a 45.2K baseline = 6.6×. Compared with 50 earlier videos from the same channel, matching the format recorded at scoring time. Older-upload baseline: reference videos had at least as long to gain views. This comparison is not age-matched.

YouTube snapshot: Sun, 25 Oct 2026 12:33:31 GMT. Counters may have changed.

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Generative AI & Agents

Channel-balanced percentile: 100

Comparison details

29 videos from 24 other channels, with each channel weighted equally. Same format and language, with 10,000–99,999 subscribers. Observed at 141 hours after publication, within ±28 hours.

This describes the collected sample, not all of YouTube. Updated Sun, 25 Oct 2026 13:31:01 GMT.

Niches & tags

Transcripts and detailed analytics are available for recent outlier Shorts up to three minutes. Research tools

Breakouts from other channels