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Uniform INT8 on Recurrent States Is a Default, Not a Decision

This story is from 2026-09-30. It is preserved in the archive; the latest stories are on the live feed.

I've shipped INT8 KV caches that looked perfect at 4k context and fell apart at 32k. Same weights, same prompts, same eval harness. The only variable was how long the model had been running. That's the failure mode I keep circling back to when I read quantization papers, and it's why STEPQuant caug…

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  1. 2026-09-30 14:38 · DEV Community — AI
    Uniform INT8 on Recurrent States Is a Default, Not a Decision

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