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Step-3.5-Flash6.5bit

M3 Ultra (80c) · 512 GB · 6bit · 2026-03-10

Performance

4k

tokens

628.7

PP tok/s

41.1

TG tok/s

6517

TTFT (ms)

149.9

Peak mem (GB)

Hardware

Chip M3 Ultra (80c)

Memory 512 GB

GPU Cores 80

Software

oMLX v0.2.7

macOS macOS 26.3

Context 4,096

Performance by Context Length

Context	PP tok/s	TG tok/s	Peak Mem
1k	563.0	42.9	149.8 GB	view
4k	628.7	41.1	149.9 GB	current
64k	489.0	19.7	152.9 GB	view

Batching Results

Batch Size	TG tok/s	Speedup
1×	42.9	1.00×
2×	64.4	1.50×
4×	85.0	1.98×
8×	105.5	2.46×