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peige-guo/README.md

Peige Guo

AI Software Engineer building systems that see, reason, and act.

I work at the intersection of computer vision, robotics, multimodal AI, and agentic software systems. My focus is practical automation: taking perception models, retrieval systems, and LLM agents from prototype to usable workflows in industrial and robotics environments.

Currently, I am building agentic and multimodal AI systems for industrial automation at Musashi AI North America. Previously, I worked on agricultural and robotic vision systems at Vineland Research and DaoAI Robotics. I hold an M.A.Sc. in Robotics from McMaster University.


What I Build

  • Multimodal inspection systems that combine images, documents, sensor data, and structured reasoning
  • Vision and generative AI pipelines for robotics, manufacturing, and intelligent monitoring
  • Agentic workflows using LangGraph, LangChain, RAG, tool calling, and human-in-the-loop review
  • End-to-end AI applications with FastAPI, React/TypeScript, Docker, cloud services, and edge deployment paths
  • Computer vision systems involving defect detection, 3D perception, segmentation, and model optimization

Featured Projects

Multimodal Industrial Inspection Agent

A multimodal AI agent for industrial quality inspection.

Combines defect images, inspection standard documents, and optional sensor data to identify defects, retrieve relevant standard clauses, assign severity, explain risk, generate structured inspection reports, and flag cases that require human review.

Tech focus: multimodal AI, RAG, LangGraph, FastAPI, industrial inspection, manufacturing AI.

Repository: https://github.com/peige-guo/Multimodal_Industrial_Inspection_Agent

DeepSeek Research Agent

A LangGraph-based research assistant that performs multi-step web research with query generation, reflection, follow-up search, streaming UI, and cited answers.

Tech focus: LangGraph, DeepSeek, Tavily Search, React, TypeScript, streaming agent UI.

Repository: https://github.com/peige-guo/research-chatbot

XAgent: Twitter Trend and Public Opinion Agent

A real-time agent for analyzing X/Twitter trends and public opinion. It retrieves social data, filters relevant content, performs RAG-based analysis, and generates responses or trend reports.

Tech focus: LangGraph, LangChain, FastAPI, LangServe, Streamlit, RAG, social data analysis.

Repository: https://github.com/peige-guo/twitter_trend_agent

Automated Shipping Agent

An LLM + MCP automation project for operating seller backend and logistics workflows. It explores browser automation, tool abstraction, workflow orchestration, and exception handling for real-world business processes.

Tech focus: MCP, LLM tools, browser automation, workflow automation, FastAPI/Python.

Repository: https://github.com/peige-guo/auto-shipping


Technical Stack

AI / ML: PyTorch · Hugging Face · OpenAI / DeepSeek / Gemini / Qwen · LangChain · LangGraph · RAG · Vector Databases

Computer Vision / Robotics: OpenCV · YOLO · SAM · 3D Vision · ROS2 · Sensor Fusion · Defect Detection · Robotic Perception

Backend / Systems: Python · FastAPI · Pydantic · Docker · Kubernetes · AWS · PostgreSQL · Redis

Frontend / Product: React · TypeScript · TailwindCSS · Streamlit · Agent UI · Human-in-the-loop Workflows

Optimization / Deployment: TensorRT · ONNX · Edge AI · Model Serving · CI/CD


Current Direction

I am especially interested in systems that connect perception, reasoning, and action:

  • Multimodal transformer agents for real-time industrial perception
  • Vision-language models for quality inspection and robotics
  • RAG over technical standards, manuals, and inspection documents
  • Human-review workflows for safety-critical AI decisions
  • Edge/cloud deployment of AI inspection and monitoring systems
  • Agentic automation for manufacturing, robotics, and operations

Open Source Philosophy

I like building AI systems that are transparent, reproducible, and useful outside of demos.

The projects here are experiments toward one larger direction: agentic multimodal AI for real-world automation.

If you are working on computer vision, robotics, industrial AI, VLMs, or agent systems, I am happy to connect.


Contact

Email: guopeige@gmail.com

LinkedIn: https://www.linkedin.com/in/peigeguo/

GitHub: https://github.com/peige-guo

Popular repositories Loading

  1. twitter_trend_agent twitter_trend_agent Public

    Real-time X/Twitter trend and public opinion analysis agent using LangGraph, LangChain, FastAPI, LangServe, and RAG.

    Python 1

  2. auto-shipping auto-shipping Public

    LLM and MCP workflow automation project for seller backend operations, logistics waybill creation, and browser-based process automation.

    Python

  3. peige-guo peige-guo Public

  4. research-chatbot research-chatbot Public

    LangGraph research agent with DeepSeek, Tavily web search, reflection loops, streaming UI, and cited answers.

    TypeScript

  5. Multimodal_Industrial_Inspection_Agent Multimodal_Industrial_Inspection_Agent Public

    Multimodal AI agent for industrial quality inspection with vision, standards RAG, severity judgment, and structured reports.

    Python