How-ToDevelopersJuly 7, 2026

GLM-5.2 serving guide: NVFP4 + TP=4 replicas beat TP=8 by ~2x on 8xB200

Reddit guide from qubridInc's engineering team says serving GLM-5.2 on 8xB200 nodes with NVFP4 plus two TP=4 replicas beats TP=8 by ~2x. The analysis, based on everything published so far, targets anyone renting or racking B200s.

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