Architecting the next generation of intelligent systems by bridging the gap between high-level vision and robust, first-principles engineering. I build autonomous agents, novel neural architectures, and the tools to power them.
I am currently executing Protocol Sephron, a self-designed, intensive roadmap to deepen my foundational expertise and bring my architectural visions to life. My primary objectives are:
- Achieving mastery in Python, Data Structures, Algorithms, and the core mathematics of AI.
- Refining my flagship projects into robust, well-documented, and impactful systems.
| Project | Description |
|---|---|
| Prometheus | An autonomous AI scientist that replicates the scientific method. Architected a multi-agent system that performed research, experimentation, and discovered a novel molecule with a superior composite score. |
| Epsilon | A novel Transformer architecture that outperforms a baseline by ~5% in accuracy and 1.5x in speedup. Features a sub-quadratic attention mechanism (HQSA) and is detailed in a full technical whitepaper. |
| CodeTag | A professional-grade developer tool (TUI/CLI) for codebase analysis and LLM context-packing. Packaged via pipx and integrated with security scanners like Semgrep & OSV-Scanner. |
| The Apollyon Benchmark | An open-source benchmark designed to test the limits of logical reasoning and systems thinking in state-of-the-art LLMs. |
- Languages: Python, C++, SQL, LaTeX, Bash/Zsh
- AI & ML: PyTorch, Transformers, Neural Network Architecture, Autonomous Agentic Systems, NLP, Vector Databases (LanceDB)
- Tools & Platforms: Git, GitHub, Docker, VS Code,
pytest,ruff, Tree-sitter, Overleaf
- Email:
[email protected] - Website:
mescuwa.fyi(please hire me :3)