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Can I run this LLM?

Can a MacBook Air / Mac mini M4 (24GB) run LFM2.5 2.6B?

LFM · See model card · estimated for a 24.0 GB machine at 4K context.

Yes — it runs great.

Runs great

Best fit: LFM2.5 2.6B at FP16 · 5.4 GB weights · 14–20 tok/s on a MacBook Air / Mac mini M4 (24GB).

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
6.3 GB
Weights + KV cache + runtime overhead
Estimated generation
14–20 tok/s
Estimated first token
~7.6s

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.

LFM2.5 2.6B quantizations on MacBook Air / Mac mini M4 (24GB), estimated at 4K context. Weights and total memory are shown separately.
QuantWeightsTotal memorySpeedFit
Q4_K_M1.7 GB2.5 GB37–55 tok/sRuns great
Q5_K_M1.9 GB2.8 GB33–49 tok/sRuns great
Q6_K2.2 GB3.1 GB29–44 tok/sRuns great
Q8_02.9 GB3.7 GB24–36 tok/sRuns great
FP165.4 GB6.3 GB14–20 tok/sRuns great

Ran LFM2.5 2.6B on a MacBook Air / Mac mini M4 (24GB)? Add your real numbers →