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Can MacBook Neo A18 Pro 8GB run Step-3.5-Flash?

Apple · 8 GB LPDDR5X · 60 GB/s bandwidth · StepFun · 196.8B (active 11.0B) · MoE · model ctx up to 256K

❌ No — Step-3.5-Flash Q4 needs 112.31 GB, card only has 8 GB
VRAM: 112.31 GB needed of 8 GB
FF · No FitComposite score: VRAM headroom × 0.5 + tok/s speed × 0.5. Q4 @ 8K context.
METAL
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Estimates from memory-bandwidth formula; rows marked "measured" override. Methodology.

Fit & speed by quant and context

QuantContextVRAM neededFits?tok/s (decode)
Q44K112.31 GBNo
Q48K default113.41 GBNo
Q432K120.01 GBNo
FP164K395.7 GBNo
FP168K default396.8 GBNo
FP1632K403.4 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
Q4110.21 GB2.2 GB0.5 GB113.41 GB8 GB
FP16393.6 GB2.2 GB0.5 GB396.8 GB8 GB

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