Serve large Qwen models fast on the GPUs you actually own. Qwen3.8-27B on a single 24 GB card with vLLM: 127 tok/s single-user (381 when the answer quotes the prompt), ~1,035 tok/s at 64 concurrent, 150k-262k context. vLLM patches, requant pipeline, benchmarks.
中国市场数据 / 中国股票市场数据 Skill:A股行情、K线、逐笔、研报、资金流、公告、ETF/期货/宏观。面向 Claude Code 与 AI Agent 的 Python CLI。China stock data skill for agents.
Automated literature reviews using local LLMs via Ollama. Searches academic databases, acquires full-text papers, and writes APA 7th reviews where the model is structurally prevented from fabricating quotes — every quote is verified verbatim and is formated in APA7th.