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HUAN2022A/README.md
Huan · Agent Engineering · AIOps Research
LLM Agent Engineering · AIOps Research · Merged: CrewAI / LangChain / RAGFlow / DSPy · Production-minded agents, real systems

🧭 About Me

Hi, I'm Huan 👋 — I'm from Henan, China.

I'm a first-year master's student in Electronic Information at Beijing University of Posts and Telecommunications (BUPT).

I'm currently working on LLM agent engineering, optical network AIOps, and MR digital twins.

i love bupt
Domain Tools (by usage frequency)
Agent Engineering Python PyTorch FastAPI
Optical Networks & XR C# Unity C++
Frontend & Toolchain TypeScript Docker Git GitHub Actions

🔬 Research · AIOps for Optical Networks

Building a closed loop of full-optical sensing → intelligent diagnosis → decision simulation → automatic self-healing for AIOps for Optical Networks:

  • OptiWise — Interactive concept demo of optical-network AIOps: four scenarios (provincial backbone / metro OTN / ultra-long-haul / computing DCI), covering intelligent monitoring (OSNR · OPM spectra · degraded channels), fault drills (alarm compression → root-cause localization → one-click detour-based self-healing), 30-day health prediction, and an AI ops assistant.
  • OpticalNetTwin — Quest 3 MR digital-twin sandbox for optical networks: Unity 6 + Meta XR passthrough, 50-node / 54-link holographic topology, and a six-act closed loop of "fault burst → impact localization → protection switching → recovery review".
  • Quest3-MR-Assistant — Quest 3 MR visual ops assistant: passthrough camera + VLM to understand on-site equipment in real time, backed by a PC-side LLM service for ops Q&A.

📑 Engineering · Bid Document Intelligence

An end-to-end workflow for bid documents: tender parsing → point-by-point response → machine checking → final export:

  • bid-skills — A skill family for technical proposal writing: tender document in, compliant technical proposal .docx out; a scoring-point ledger runs through parsing → outlining → rewriting → checking → export, so no scoring point is ever silently missed.
  • Bid-AgentMate — Intelligent proposal-writing platform: productizing bid-skills into an independent FastAPI + React application (in development).
  • bid-analyzer — Standalone tender-analysis tool: extracts scoring criteria, qualification / technical / commercial requirements, and disqualification clauses, then generates a Word analysis report automatically.

📊 Stats

GitHub streak stats of HUAN2022A
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Email: huanioleaf@gmail.com Blog Kaggle: quzhihang profile views
"Agents belong in production."

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