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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.

AMD Instinct MI210 64GB wins for coding in balanced mode

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

Winner

SQwen3-Coder-Next

llama.cppQ4_K_MTight fit

57.6 GB / 64.0 GB

75.2 tok/s86K ctx

SQwen 3.6 27B

llama.cppQ4_K_MRuns well

24.7 GB / 64.0 GB

45.5 tok/s262K ctx

SDevstral Small 2 24B Instruct

llama.cppQ4_K_MRuns well

24.4 GB / 64.0 GB

81.8 tok/s256K ctx

SQwen 3.6 27B

llama.cppQ4_K_MRuns well

23.1 GB / 48.0 GB

33.9 tok/s262K ctx

SQwen 3.5 27B

llama.cppQ4_K_MRuns well

25.3 GB / 48.0 GB

51.6 tok/s130K ctx

SDevstral Small 2 24B Instruct

llama.cppQ4_K_MRuns well

22.8 GB / 48.0 GB

57.8 tok/s181K ctx

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