LLM inference may be shifting from batch to sequence parallelism, setting up diffusion LMs

sedielem · x · 2026-10-24

Daniel Misrael argues LLM inference may be in the middle of a paradigm shift, moving from batch parallelism to sequence parallelism, with his full reasoning in a blog post.

sedielem finds the perspective compelling and speculates that the natural endpoint would be diffusion LMs displacing their autoregressive counterparts — something to watch.

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