Chen Danian's StartLux: 27B local model ranks 2nd in CAICT MCP test, near DeepSeek-V4-Pro

量子位 · wechat · 2026-09-03

Chen Danian, co-founder of Shanda, is back with StartLux, a local-model startup. Its first model, StartLux-V1.0-27B-Preview, scored 39.25% in CAICT's MCP agent benchmark — 2nd overall, just 1.3 points behind the 1.6T-parameter DeepSeek-V4-Pro and 5.34 points above same-size Qwen3.6.

Built on Qwen3.6-27B and post-trained with an 'AutoResearch' AI-trains-AI method focused on tool calling and multi-step execution, it runs locally on consumer PCs. In hands-on tests it beat Claude Sonnet 4.6 on financial calculation accuracy and browser flight search (95s to a $299 fare vs 200+s and $556). Chen predicts local models will match Claude and take 80% of the cloud market within three years; a one-click local solution ships this year.

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