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Alibaba Cloud (Qwen)Qwen3.6-35B-A3BVSMoonshot AI (Kimi)kimi-k2.5

Analysis by:the whichllmmodel Editorial Team|Updated: June 2026

Our Take

We recommend Qwen3.6-35B-A3B for practical local execution on standard developer hardware, or kimi-k2.5 if you need peak reasoning and have the VRAM (or a cloud API) to host it. While kimi-k2.5 offers frontier capability, its massive parameter size makes it extremely difficult to host locally. Choose Qwen3.6-35B-A3B for standard local setups, or kimi-k2.5 for peak reasoning.
WHY?
Benchmark Calculations & Evidence:
  • Model Size: kimi-k2.5 is a massive 1000B parameter model requiring heavy GPU infrastructure, while Qwen3.6-35B-A3B is a 35B parameter model.
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    Model Specs

    Qwen3.6-35B-A3B

    Open Source

    Benchmarks & Scores

    Coding (swe-bench-pro)
    49.5%

    complex codebases, multi-file repositories, and architectural planning

    Reasoning (gpqa-diamond)
    86%

    graduate-level science QA

    Cost & Context

    Cost (per 1M tokens)
    Self HostLocal execution (zero API fees)
    Context Window
    262.14k tokens
    Model Specs

    kimi-k2.5

    Open SourceAPI Available

    Benchmarks & Scores

    Coding (swe-bench-pro)Winner (+1.2%)
    50.7%

    complex codebases, multi-file repositories, and architectural planning

    Reasoning (gpqa-diamond)Winner (+1.6%)
    87.6%

    graduate-level science QA

    Cost & Context

    Cost (per 1M tokens)
    $1.20Input: $0.60 | Output: $3.00
    Context Window
    262.14k tokens

    Frequently Asked Questions about Qwen3.6-35B-A3B vs kimi-k2.5

    kimi-k2.5 is better for coding tasks on this benchmark. It scores 50.7% on swe-bench-pro (complex codebases, multi-file repositories, and architectural planning) compared to Qwen3.6-35B-A3B which scores 49.5%.

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