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  • Guangzhou University
  • Guangzhou, China

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Linz1248/README.md

Johan Lin

AI Application Developer · Full Stack Development · M.Eng. CS @ Guangzhou University

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🧑‍💻 About Me

  • 🔭 I build LLM-powered agent systems and full-stack apps — multi-agent orchestration, hybrid RAG pipelines, and end-to-end services with LangGraph / LangChain, FastAPI and Vue.js
  • 🌱 M.Eng. student in Computer Science at Guangzhou University (2024–2027); my research focuses on image generation & editing with diffusion models (Stable Diffusion, CLIP, DreamBooth)
  • 💬 Ask me about LLM agents, RAG optimization, FastAPI, Spring Boot, or Vue.js
  • 🎯 Open to AI application / full-stack development opportunities (graduating June 2027)
  • 📍 Based in Guangzhou, China

💼 Internship Experience

🤖 AI Development Intern · Xin'an Data Co., Ltd., Guangzhou Mar 2026 – Jun 2026

A Dify-based intelligent agent for project-report review, analyzing new proposals against historical reports and custom criteria.

  • Co-built an NL2SQL agent and designed a version-based optimistic-locking mechanism to keep multi-user concurrent edits consistent
  • Designed a chapter-level document chunking strategy — LLM-based heading classification with rule-based fallback for out-of-taxonomy documents
  • Built a multi-stage concurrent ingestion pipeline (independent stages chained by queues) enabling cross-stage parallel processing of bulk files

⚙️ Algorithm Intern · Suanwei Technology Co., Ltd., Guangzhou Jul 2025 – Oct 2025

A local-first AI office tool for confidentiality-sensitive archives: long-context document extraction plus CLIP-powered image search.

  • Deployed the long-context Qwen2.5-1M model locally via Ollama, with Nginx multi-GPU load balancing
  • Combined PaddleOCR structured recognition with dynamic prompt templates to extract targeted information via the LLM's long context window
  • Designed a multi-level caching strategy (intermediate OCR states + extraction results), cutting response latency from minutes to milliseconds
  • Implemented image-to-image and text-to-image search based on CLIP vision–language alignment

🚀 Featured Projects

🐾 Pet Wellness Advisor Agent

An AI-powered Q&A platform for pet owners: private knowledge bases, long-term user memory profiles, multi-expert collaboration, and an extensible skill-plugin marketplace.

  • Multi-agent orchestration — Supervisor routing node + Specialist executors built on LangGraph, with parallel task execution and ReAct-style tool calling
  • Hybrid RAG — dual-channel vector + BM25 recall fused with RRF, parent–child chunk indexing, and fine-grained reranking via qwen3-rerank
  • Knowledge-graph memory — Neo4j-based long-term memory with an LLM triple-extraction pipeline, entity deduplication, community clustering, and four-layer provenance

LangChain LangGraph FastAPI Milvus Neo4j MySQL Docker

🧭 Multi-Agent Travel Planner · GitHub Oct 2025 – Dec 2025

A multi-agent travel planning system built on LangGraph, integrating the AMap (Gaode) Maps API for intelligent itinerary generation — attraction search, weather checks, and hotel filtering rolled into personalized daily plans.

  • Designed a Supervisor/Specialist multi-agent architecture with shared workflow state for cross-stage information passing
  • Implemented dynamic MCP tool binding — agents asynchronously discover and invoke external tools at runtime
  • Exposed RESTful services via FastAPI with real-time POI, routing, and weather queries

Python LangGraph FastAPI MCP Pydantic

🔬 Research & Publications

My research focuses on image generation and editing: cross-modal representations (CLIP), diffusion models (VAE / DDPM / DDIM), personalized fine-tuning (Textual Inversion, DreamBooth), and classic editing methods (Instruct-Pix2Pix, PnP).

  • 📄 EmoPrompt+: Emotional Image Content Generation via Emotion-Driven Prompting and Multi-Level Emotional Guidance in Stable DiffusionCCBR 2025 (accepted)
  • 📄 C-EmoEditor: Affective Image Editing Based on Valence-Arousal ModelThe Visual Computer (under review)

🛠️ Tech Stack

Languages

Python Java

LLM & Agents

LangChain LangGraph Dify Ollama LoRA

Backend & Data

FastAPI Spring Boot MySQL Redis Neo4j Milvus

Tools & Infra

Docker Nginx Linux Git PaddleOCR Vue.js


🔥 Keep shipping —

Johan's GitHub contributions in 2026, updated daily via GitHub Actions

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