Community Discusses Next-Concept Modeling for Parallel Text Generation

A LocalLLaMA post proposes "Next-Concept Modeling," a fast, parallel coarse-to-fine text generation approach it says sharply cuts memory bandwidth needs, making compute the real bottleneck. The poster claims it could one day run Opus 5.5-level intelligence on 32GB of VRAM, though no evidence is provided.

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