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Nianze Wu - AI for Science, generative systems, and open source

I study Information and Computing Science at Xiamen University.
My interests sit where mathematical modeling, generative AI, and dependable software meet.

Selected work  /   Open source  /   Current focus  /   Beyond the model

Python, PyTorch, C++, TypeScript, React, and Cloudflare

AI for Science
Physics-aware generation, mathematical modeling, and optimization.
Reliable AI systems
Reproducibility, validation, failure handling, and security boundaries.
Product engineering
Browser experiences, typed frontends, APIs, and cloud data paths.
Open-source quality
Focused fixes, regression tests, and reviewable design decisions.

A repeatable engineering loop: frame, build, stress, and explain

Selected work

LEARNING SYSTEMS / RELIABILITY

A browser-based Python learning experience built around short lessons, real code execution, and observable progress. My contribution focused on dependable evaluation and the engineering quality of the public learning path.

Visit the public application

Selected upstream work

InvokeAI  SECURITY / PYTHON
Closed two SSRF paths in external image downloads and injected HTTP sessions, backed by adversarial socket-level tests (#9525, #9524).
Diffusers  GENERATIVE AI / PYTHON
Corrected required-input metadata for custom Mellon pipeline blocks and added focused regression coverage (#13888).
sktime  ML INFRA / TYPING
Migrated the multithreading capability to the typed tag registry while preserving lookup behavior (#10848).
Soda Core  DATA / PRIVACY
Prevented SQL Server connection parameter values from leaking into logs (#2762).
freeCodeCamp  AST / JAVASCRIPT
Replaced syntax-specific validation with AST inspection so declarations, expressions, and arrow functions follow the same curriculum rule (#69520).

Now

I am exploring physics-aware generative modeling and optimization for AI4S, alongside reliability and security in generative AI infrastructure. I prefer work that can be reproduced, tested under failure, and explained from a design decision to an observable result.

Beyond the model

I also care about visual explanation, clean interfaces, and concise technical writing. Research is easier to trust when another person can understand the assumptions, run the code, and see how it fails.

Open to thoughtful collaboration around AI4S, generative systems, and reliable ML infrastructure.

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  1. Comfy-Org/ComfyUI Comfy-Org/ComfyUI Public

    The most powerful and modular diffusion model GUI, api and backend with a graph/nodes interface.

    Python 135k 15.9k

  2. huggingface/diffusers huggingface/diffusers Public

    🤗 Diffusers: State-of-the-art diffusion models for image, video, and audio generation in PyTorch.

    Python 34.6k 7.4k

  3. bitsandbytes-foundation/bitsandbytes bitsandbytes-foundation/bitsandbytes Public

    Accessible large language models via k-bit quantization for PyTorch.

    Python 8.5k 931

  4. huggingface/huggingface_hub huggingface/huggingface_hub Public

    The official CLI and Python client for the Hugging Face Hub.

    Python 3.9k 1.2k

  5. sodadata/soda-core sodadata/soda-core Public

    Data Contracts engine for the modern data stack. https://www.soda.io

    Python 2.4k 286

  6. invoke-ai/InvokeAI invoke-ai/InvokeAI Public

    Invoke is a leading creative engine for Stable Diffusion models, empowering professionals, artists, and enthusiasts to generate and create visual media using the latest AI-driven technologies. The …

    Python 28.3k 3k