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Low-precision serving in practice: FP8, FP4, scaling factors and what to validate

How FP8 and FP4 serving works end to end: number formats, scaling granularity, weight versus activation versus KV quantisation, hardware support, calibration, the speed you actually get, and a validation routine before you ship.

16 min·Verified 2026-11Pro+50 XP
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Quantisation in depth covered the formats and the maths. This lesson is the practical layer: what a production low-precision deployment consists of, what it buys, and how to check you did not quietly break it.

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