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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 Air M4 24GB wins for coding in balanced mode

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

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

Winner

SQwen 3.5 9B

llama.cppQ4_K_MRuns well

11.2 GB / 17.3 GB

15.6 tok/s60K ctx

ANemotron Nano 9B v2

llama.cppQ4_K_MRuns well

11.4 GB / 17.3 GB

16.8 tok/s54K ctx

AGemma 4 E4B

llama.cppQ4_K_MRuns well

9.7 GB / 17.3 GB

13.3 tok/s111K ctx

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