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Can MacBook Neo A18 Pro 8GB run Devstral-Small-2-24B-Instruct-2512?

Apple · 8 GB LPDDR5X · 60 GB/s bandwidth · Mistral · 24.0B · model ctx up to 256K

❌ No — Devstral-Small-2-24B-Instruct-2512 Q4 needs 15.07 GB, card only has 8 GB
VRAM: 15.07 GB needed of 8 GB
Speed: ~0.6 tok/s (estimated)
FF · No FitComposite score: VRAM headroom × 0.5 + tok/s speed × 0.5. Q4 @ 8K context.
METAL
Your GPU won't fit Devstral-Small-2-24B-Instruct-2512, but runs these similar models: Qwen2.5-7B-Instruct, gemma-4-E2B-itor☁️ Rent on RunPod from ~$0.50/hr
Estimates from memory-bandwidth formula; rows marked "measured" override. Methodology.

Fit & speed by quant and context

QuantContextVRAM neededFits?tok/s (decode)
Q44K15.07 GBNo0.7 ± est.
Q48K default15.69 GBNo0.6 ± est.
Q432K19.44 GBNo0.4 ± est.
FP164K49.62 GBNo
FP168K default50.25 GBNo
FP1632K54.0 GBNo

Fits = weights + KV(ctx) + 0.5 GB overhead ≤ 95% of VRAM. Measured anchors are context-agnostic; the fit verdict is recomputed per context. A missing tok/s means the model is far beyond this card (offload-only territory).

VRAM breakdown at 8K context

QuantWeightsKV cacheOverheadTotal neededMacBook Neo A18 Pro 8GB VRAM
Q413.44 GB1.25 GB0.5 GB15.69 GB8 GB
FP1648.0 GB1.25 GB0.5 GB50.25 GB8 GB

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