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jiangbingo/README.md

Bingo Jiang

AI Application Engineer · LLM Platform · Full-Stack

From Embedded to LLM Platform | Model Inference & Deployment | vLLM · FastAPI · React


🎯 About Me

从嵌入式到 LLM 平台,跨越硬件与 AI 的全栈工程师。专注模型推理部署与 AI 应用工程化,让大模型在真实业务中稳定运行。


🚀 Projects

🤖 Agent EDA — LLM 训推一体化平台

LLM training-inference platform with OpenAI-compatible Chat API, pluggable inference backends, and Verilog AI-assisted programming

Capability Stack
Streaming + Thinking mode vLLM / MLX
Model lifecycle management FastAPI + React
Verilog EDA + AI Agent Monaco Editor
Model evaluation (lm-eval) Celery + Redis

🔍 Defect Detection Platform

Combines YOLOv8 vision models with general LLM for online defect detection and judgment

Business Value Technical Depth
3+ production lines Inference <50ms
96% accuracy 100+ concurrent
60% cost reduction GPU accelerated

View Code

💬 RAG Q&A System

Enterprise knowledge base + Text-to-SQL + Agent RAG implementation

Business Value Technical Depth
10K+ documents supported Query <2s
5+ business lines covered Milvus vector search
40% manpower saved PostgreSQL persistence

View Code

📊 Quality Analysis Platform (piyi-api)

UMAP dimensionality reduction + HDBSCAN clustering, high-dimensional data visualization

100K+ samples processed Visualization <5s
15+ dimensional features TensorFlow + Keras

View Code


🛠️ Skills

AI/ML Python Backend Infrastructure
RAG · LLM · vLLM FastAPI · Django · Async Docker Compose · Nginx
Agent · Model Evaluation Celery · Redis · SQLModel GitHub Actions · Gitea CI
PyTorch · MLX Pydantic · PostgreSQL Azure ML · DevOps
Prompt Engineering React · TypeScript Monitoring · CI/CD

🔥 Focus Areas

📚 Currently Learning

  • Agentic AI systems & multi-agent orchestration
  • LLM fine-tuning & model evaluation
  • RAG optimization & retrieval quality

🏗️ Building

  • Agent EDA Platform - LLM training-inference platform with Verilog AI-assisted programming
  • RAG Q&A System - Enterprise knowledge base with natural language query
  • AI Inference Engine - Optimized inference for edge deployment

📫 Contact & Connect

Email Website GitHub

WeChat

Scan to connect:

WeChat QR Code


📊 GitHub Stats

GitHub Stats Top Languages


💼 Experience

Period Company Role
2026.03 - Present 亿方杭创 AI 应用开发工程师
2024.11 - 2026.03 杭州克雷登工业 AI 应用工程师
2024.08 - 2024.10 杭州人本集团 Python 后端开发
2016.10 - 2023.05 诺基亚通信 测试开发工程师
2014.12 - 2016.10 杭州格菱科技 Python 开发
2010.07 - 2014.09 西子优迈 软件开发工程师

"从嵌入式到 LLM 平台,让大模型在真实业务中稳定运行"


Updated: June 2026

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  1. jiangbingo.github.io jiangbingo.github.io Public

    GitHub pages

    CSS

  2. bingoImageTools bingoImageTools Public archive

    专业的 AI 图片处理工具集,支持抠图、证件照、放大、老照片修复等多种功能

    TypeScript 1