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  • Shanghai Jiao Tong University
  • Shanghai, China
  • 16:00 (UTC +08:00)

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Zi-hang-Zhou/README.md

Hi, I'm Zihang Zhou 👋

Self Evolving Agents · Reliable LLM Agents · Agent Evaluation · Reproducible AI Systems

Undergraduate at the School of Artificial Intelligence, Shanghai Jiao Tong University, building AI systems that can be tested, verified, and reproduced.

Personal Homepage Email SJTU GitHub

👨‍💻 About Me

  • 🎓 Undergraduate (Junior) at SJTU School of Artificial Intelligence
  • 🎓 Research Intern at Microsoft Research Asia (MSRA) in Shanghai
  • 🔍 Interested in Self evolving agents & RSI, reliable agents, repository understanding, and scientific AI
  • 🧪 I care the definition of the capability of an agent and about the gap between "the agent claims success" and "the task actually works"
  • 🏅 National Scholarship recipient (Top 0.5%, 2025)
  • 🚀 Admitted to university one year early through Gaokao (Top 0.05% in Jiangsu)

🚀 Selected Projects

An LLM-powered multi-agent system that configures software repositories inside Docker using reusable XPU knowledge, speculative execution with rollback, and independent adversarial verification.

LLM multi-agent system Docker speculative execution XPU experience retrieval Adversarial verification

SpeechMaster system overview

A reproducible, budget-aware framework for self-supervised speech recognition. It combines fast and strong SSL recognizers with complementarity-aware routing and representation-compression analysis.

ASR Python and PyTorch

KV cache compression quality and memory trade-off

A reproducible comparison of StreamingLLM, SnapKV, and PyramidKV on Pythia-70M, covering perplexity, memory usage, latency, and long-context trade-offs.

LLM KV cache Reproducible results

A local web application for blind and model-assisted mass-spectrometry structure annotation, with per-peak evidence, progress tracking, and exportable results.

Scientific AI Local-first application

LLM-assisted repository reproduction with reusable execution experience, knowledge retrieval, parallel processing, and containerized validation.

LLM agent tooling Apache 2.0 license

🔬 Research Interests

  • Reliable LLM Agents & Tool Learning — long-horizon decision making, self-verification, and failure-aware control
  • Code & Repository Understanding — automatically configuring and reproducing real-world software repositories
  • Agent Evaluation — execution-based benchmarks and adversarial checks that separate claims from verified outcomes
  • Scientific AI — combining structured data, code, and natural language for scientific workflows

🧰 Languages & Tools

Python   PyTorch   Docker   Linux   Git   Bash   LaTeX

📈 GitHub Activity

Zihang Zhou's GitHub contribution chart

Zihang Zhou's 3D GitHub contribution graph

Open to research collaboration and reproducible AI projects.

Popular repositories Loading

  1. SetupX SetupX Public

    Experience-driven automated environment configuration with LLM agents, speculative execution, and adversarial verification.

    Python 33

  2. Speechmaster Speechmaster Public

    Budget-aware self-supervised ASR routing with reproducible accuracy, efficiency, and representation-compression experiments.

    Python 7

  3. numeric-analysis numeric-analysis Public

    大作业

    Python 2

  4. Repo2run-XPU Repo2run-XPU Public

    LLM-assisted repository reproduction with reusable execution experience and XPU knowledge retrieval.

    Python 2

  5. ms-ms-pred-annotations ms-ms-pred-annotations Public

    A local web platform for blind and model-assisted MS/MS structure annotation.

    Python 2

  6. awesome-data-llm awesome-data-llm Public

    Forked from OpenDataBox/awesome-data-llm

    Official Repository of "LLM × DATA" Survey Paper

    1