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Can I run this LLM?

Can a MacBook Pro / Mac Studio M2 Max (64GB) run Laguna XS 2.1 (MoE)?

Laguna · openmdw-1.1 · estimated for a 64.0 GB machine at 4K context.

Yes — it runs great.

Runs great

Best fit: Laguna XS 2.1 (MoE) at Q8_0 · 35.6 GB weights · 54–81 tok/s on a MacBook Pro / Mac Studio M2 Max (64GB).

Arena Text Overall · style-controlled

UnratedNo exact match

No reviewed exact Arena match

No reviewed exact model/configuration match in the Arena Text Overall style-controlled snapshot. No family or editorial score is substituted. Local quantization quality is unmeasured.

Snapshot published 2026-10-08 · snapshot imported 2026-10-11 UTC · validated last-good data · manual refresh

Arena leaderboard dataset · Arena / lmarena-ai, Arena Leaderboard Dataset (CC BY 4.0). Selected Text Overall style-controlled rows; field names adapted, ratings unchanged. · dataset CC BY 4.0 · revision e16f90232986

Total memory at 4K context
36.6 GB
Weights + KV cache + runtime overhead
Estimated generation
54–81 tok/s
Estimated first token
~2.7s

Every quantization on this machine

On small screens, each quant lists every metric below its name. On wider screens, scroll sideways for total memory, speed and fit. Keyboard: focus the table, then use the arrow keys. Quant names stay visible.

Laguna XS 2.1 (MoE) quantizations on MacBook Pro / Mac Studio M2 Max (64GB), estimated at 4K context. Weights and total memory are shown separately.
QuantWeightsTotal memorySpeedFit
Q2_K12.2 GB13.2 GB93–140 tok/sRuns great
Q3_K_M15.6 GB16.6 GB84–127 tok/sRuns great
Q4_K_M20.6 GB21.6 GB74–111 tok/sRuns great
Q5_K_M24.0 GB25.0 GB68–102 tok/sRuns great
Q6_K29.0 GB30.1 GB61–92 tok/sRuns great
Q8_035.6 GB36.6 GB54–81 tok/sRuns great
FP1666.9 GB68.0 GB— not residentWon't fit

Ran Laguna XS 2.1 (MoE) on a MacBook Pro / Mac Studio M2 Max (64GB)? Add your real numbers →