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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 MI325X 256GB wins for coding in balanced mode

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

Winner

SDeepSeek V4 Flash

llama.cppNVFP4Runs well

185.8 GB / 256.0 GB

94.4 tok/s872K ctx

SDevstral 2 123B Instruct

llama.cppQ4_K_MRuns well

106.9 GB / 256.0 GB

63.5 tok/s256K ctx

SMiniMax M2.7

llama.cppUD-IQ4_XSRuns well

170.6 GB / 256.0 GB

101.4 tok/s205K ctx

SDevstral 2 123B Instruct

llama.cppQ4_K_MRuns well

100.5 GB / 192.0 GB

97.4 tok/s256K ctx

SQwen 3.5 122B A10B

llama.cppQ4_K_MRuns well

97.0 GB / 192.0 GB

270.2 tok/s131K ctx

SMistral Small 4 119B

llama.cppQ4_K_MRuns well

98.1 GB / 192.0 GB

292.9 tok/s256K ctx

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