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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 M4 32GB wins for coding in balanced mode

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

Winner

SDevstral Small 2 24B Instruct

llama.cppQ4_K_MTight fit

21.4 GB / 23.0 GB

9.5 tok/s27K ctx

SQwen 3.6 27B

llama.cppQ4_K_MTight fit

21.8 GB / 23.0 GB

7.1 tok/s36K ctx

ACodestral 2 25.08

llama.cppQ4_K_MTight fit

20.2 GB / 23.0 GB

9.1 tok/s34K ctx

SQwen 3.5 9B

llama.cppQ4_K_MTight fit

10.3 GB / 11.5 GB

15.6 tok/s25K ctx

AGemma 4 E4B

llama.cppQ4_K_MRuns well

8.8 GB / 11.5 GB

13.3 tok/s50K ctx

ACodeGeeX 4 9B

llama.cppQ4_K_MRuns well

8.7 GB / 11.5 GB

15.8 tok/s89K ctx

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