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Compare local AI hardware with workload-aware output.

Operating mode: Balanced. Balanced for general local use. Keeps the ranking neutral across personal and serving workflows.

MacBook Pro M3 Max 64GB wins for coding in balanced mode

Based on model fit, speed, and quality across top recommendations.

Winner

SQwen 3.6 27B

llama.cppQ4_K_MRuns well

25.3 GB / 46.1 GB

12.0 tok/s262K ctx

SQwen 3.5 27B

llama.cppQ4_K_MRuns well

27.5 GB / 46.1 GB

15.7 tok/s110K ctx

SDevstral Small 2 24B Instruct

llama.cppQ4_K_MRuns well

24.9 GB / 46.1 GB

17.6 tok/s155K ctx

SQwen 3.5 9B

llama.cppQ4_K_MRuns well

10.5 GB / 13.0 GB

21.4 tok/s34K ctx

AGemma 4 E4B

llama.cppQ4_K_MRuns well

9.0 GB / 13.0 GB

18.3 tok/s65K ctx

ACodeGeeX 4 9B

llama.cppQ4_K_MRuns well

8.9 GB / 13.0 GB

21.8 tok/s121K ctx

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