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  • Bogota D.C

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mnisperuza/README.md

Matias Nisperuza

Founder & Lead Architect at Biwa Student | 11th Grade | Machine Learning Student | Fullstack AI Developer

✏️ Technical Stack

Python PyTorch Flask Git HuggingFace

👋 About Me

I’m Matias Nisperuza, a developer from Colombia focused on the internal mechanics of intelligence. As the founder of Biwa, I specialize in building proprietary system architectures and advanced model orchestration logic.

I believe technical depth is driven by curiosity, not age. If a system exists, I want to understand its core—if it doesn't, I’ll build it.

🚀 Future Vision: My Dream

My goal is to evolve into a Fullstack Engineer and AI Developer. I am working to bridge the gap between robust, scalable web architectures and the cutting-edge frontiers of Artificial Intelligence. I don't just want to use AI; I want to engineer the environments where it lives and thrives.

🏢 Biwa (Studio Professional Projects)

Biwa

  • Simula System: A proprietary system powered by the Cerberus Kernel.
  • Focus: Custom microkernel design, orchestration logic, and quantization strategies.

But now, the major project is Bert, see more in Bert CLI: github.com/mnisperuza/bert-cli

  • Status: Private Professional Development.

🎓 Certifications & Qualifications

🤖 AI & Technical

IBM: Generative AI: Prompt Engineering Basics (Oct 2025) [Certificate]

  • Google: Machine Learning Crash Course (Foundational Concepts)

🤝 Professional & Soft Skills

IBM: Developing Interpersonal Skills (Oct 2025) [Certificate]

✏️ Technical Stack

AI/ML: PyTorch, Transformers, Prompt Engineering, Custom AI Architectures.

  • Languages: Python (Advanced), HTML/CSS, JavaScript (Learning).
  • Tools: Git, GitHub, Flask, Kernel Logic.
  • Design: Adobe Illustrator, Blender, Krita.

🧩 Personal Projects

HCGK Kernels: Independent kernel development projects focused on OOM failsafe and performance, install via PyPI.org with pip install hcgk-kernel.

TinyGPT: A lightweight GPT-style model focused on hyperparameter tuning and transformer mechanics.

github.com/mnisperuza/bert-cli An always reliable AI service via CLI.

📬 Connect with Me

Google Machine Learning Crash Course badge:

Google ML Crash Course Badge

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  1. hcgk-kernels hcgk-kernels Public

    Hardware Control GateKeeper Kernels for AI inference within frameworks.

    Python

  2. TinyGPT-Custom TinyGPT-Custom Public

    TinyGPT is a lightweight, fully customizable GPT-neuron network developed using Hyperparameters.

    Python