Qwen3.5-122B-A10B impresses local coders

This is the kind of post open-model fans have been waiting for: not just benchmark flexing, but a local model feeling genuinely useful in real coding flow.

• –The anecdote lines up with Qwen’s own emphasis on tool calling and agentic workflows, which makes the “let me inspect the existing routes first” behavior feel less like luck and more like product intent.
• –On paper the model is strong enough to justify the hype, with reported 86.6 on GPQA Diamond and 72.0 on SWE-bench Verified in the official model card.
• –The bigger story is deployment economics: 122B total sounds huge, but 10B active parameters make it far more plausible for serious local setups than dense models in the same capability band.
• –The catch is that “local” still means enthusiast-grade hardware, so this is more a prosumer and lab win than a mainstream laptop breakthrough.