
zhumingming
Full Stack Developer and AI LLM Deployment Specialist
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Experiência profissional
AI R&D Engineer / Full-Stack Developer
Self-Employed / Freelancer • Autônomo
Feb 2024 - Present • 2 yrs 8 mos
Enterprise AI Platform Development & Deployment: • Architected and built an AI middleware platform (zhilian-control) serving as the company's AI center — Node.js ESM backend with Fastify 5, dual React 19 frontends (admin portal at port 9000, service portal at port 3080) • Deployed large language models (35B-parameter MoE, dense models up to 70B) on multi-GPU servers for enterprise clients — including vLLM/TensorRT-LLM setup, performance benchmarking, and production go-live • Integrated LLMs with enterprise OA systems (Ecology9) via custom connectors and MCP (Model Context Protocol) compilation pipelines • Built RAG-based knowledge base systems with vector databases for document Q&A and intelligent customer service Full-Stack Web Development: • Designed and implemented RESTful APIs, authentication systems, and database schemas (PostgreSQL/MongoDB) • Built responsive admin dashboards with React/Vite, real-time data visualization, and role-based access control • Developed automated build pipelines and connector compilation workflows AI/ML Technical Skills: • Fine-tuned open-source LLMs using QLoRA/LoRA on RTX 5060 Ti 16GB and A100 clusters • Optimized inference performance through quantization, batching, and GPU memory management • Implemented prompt engineering, context management, and output parsing for production chatbot systems