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Achievements

Achievement: Pair ExtraordinaireAchievement: Pull Sharkx3Achievement: YOLOAchievement: QuickdrawAchievement: StarstruckAchievement: Arctic Code Vault Contributor

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Oaklight/README.md

Hi, I'm Peng 👋

📍 Chicago | 🎓 PhD @ UChicago CS | 🚀 ShanghaiTech '19 | 🌐 oaklight.github.io

Python Docker Bash Linux LaTeX

I am a PhD candidate in Computer Science at the University of Chicago, advised by Rick Stevens. My research focuses on reliable and interoperable LLM systems, spanning tool orchestration, unified access across heterogeneous LLM API standards, and empirical evaluation of agentic and scientific AI. I build systems such as ToolRegistry and LLM-Rosetta to improve how language models use tools and operate across heterogeneous ecosystems, and I study constrained software design through zerodep to understand how deployability, correctness, and performance interact in practice.

Current Projects

LLM Infrastructure

  • 🔧 ToolRegistry - Protocol-agnostic tool management for function-calling LLMs
  • 🖥️ toolregistry-server - Server library for ToolRegistry — OpenAPI and MCP protocol adapters
  • 🌐 ToolRegistry-Hub - Curated collection of tools for ToolRegistry
  • rosetta-stone llm-rosetta - Translate between LLM provider APIs via a unified intermediate representation
  • 💬 WeiLink - Lightweight Python SDK for WeChat iLink Bot protocol
  • 🔌 argo-proxy - OpenAI-compatible proxy server for Argo API
  • 🔮 asksage-proxy - OpenAI-compatible proxy for AskSage API

Research

  • 🏗️ CICADA - Collaborative Intelligent CAD Automation Design Agent
  • 🧬 protein-score-server - Protein folding score inference server using FastAPI
  • 🥭 MANGO - Benchmark for evaluating LLM mapping & navigation abilities

Developer Tools

  • 🔗 nps-ctl - Python CLI & library for managing NPS edge servers — clients, tunnels, hosts, and cluster sync
  • 🎤 asr2clip - CLI tool: speech transcribing to clipboard or file
  • 💰 onehub_prices - AI API pricing maintenance & tracking
  • 🔐 autossh-tunnel-dockerized - Dockerized SSH tunnel manager with YAML config
  • 📦 composerize-minimal - Self-hosted composerize suite (~7MB)
  • 📡 openwrt-dfs-checker - Automatic DFS channel management for OpenWrt

GitHub Stats

GitHub Stats Top Languages

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  1. ToolRegistry ToolRegistry Public

    ToolRegistry: A Protocol-Agnostic Tool Management Library for Function-Calling LLMs (OpenAI, Anthropic, Gemini, LangChain, MCP)

    Python 54 7

  2. llm-rosetta llm-rosetta Public

    Production-ready LLM API translation layer for Python — bidirectional conversion between OpenAI, Anthropic & Google formats via hub-and-spoke IR. Optional API gateway. Streaming & non-streaming. Ze…

    Python 22 1

  3. autossh-tunnel-dockerized autossh-tunnel-dockerized Public

    Dockerized SSH tunnel manager using autossh and YAML for secure port forwarding.

    JavaScript 32

  4. composerize-minimal composerize-minimal Public

    composerize suite self-hosted, minimalistically dockerized ~7MB

    Dockerfile 37 7

  5. asr2clip asr2clip Public

    Real-time speech-to-text clipboard tool with Silero VAD and local ASR support

    Python 17 3

  6. cicada cicada Public

    CICADA: Collaborative Intelligent CAD Automation Design Agent

    Python 11 2