The best local coding stack on a single GPU in 2026: Qwen-3.8 27B + Claude Code on Blackwell
Qwen 3.8 at 1M context on one GPU, with working WebSearch and hour-scale video. The first attempt was a folder of monkeypatches; the rebuild is eight upstream contributions, and that difference is the whole point.
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