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Technology & Computing / VIDEO

NCM: The LLM Killer?

Code Bear· 55.2K subscribers

7d ago · en-GB audio

Almost every chatbot writes one token at a time, and reasoning models think in tokens you pay for but never see. In October 2026, two preprints posted four days apart tried a different route. Next-Concept Modeling (NCM, Stanford + Together AI) stores text as a stack of coarse-to-fine layers and writes a whole layer per pass. HybridAgents (Stanford, Together AI, UIUC, Meta) lets an agent think silently in…

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47.8×Score at discovery
573.9KViews
12KMedian · 33 videos

Outlier score

This score was measured on Mon, 26 Oct 2026 20:02:25 GMT. Current view counts may differ.

573.1K views ÷ a 12K baseline = 47.8×. Compared with 33 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: Mon, 26 Oct 2026 22:39:01 GMT. Counters may have changed.

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Generative AI & Agents

Channel-balanced percentile: 100

Comparison details

71 videos from 58 other channels, with each channel weighted equally. Same format and language, with 10,000–99,999 subscribers. Observed at 175 hours after publication, within ±35 hours.

This describes the collected sample, not all of YouTube. Updated Mon, 26 Oct 2026 22:59:55 GMT.

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

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