Building intelligent systems, finding critical vulnerabilities, and designing novel architectures. Independent researcher working at the intersection of security and AI.
- HackerOne:
@mescuwa - Discovered multiple critical vulnerabilities (CVSS 7.4-9.8) in production systems
- CVE-2025-57807 (ImageMagick): Heap OOB write. CVSS 9.8 Critical
- CVE-2025-57803 (ImageMagick): Integer overflow in BMP writer. CVSS 8.8 High
- CVE-2025-55160 (ImageMagick): UB in CloneSplayTree. CVSS 7.4 Moderate
- Additional vulnerabilities in cryptocurrency infrastructure under NDA
- Developed proprietary static analysis tooling for systematic vulnerability discovery
| Project | Description |
|---|---|
| Epsilon | Novel Transformer architecture with sub-quadratic attention (HQSA). Achieves 90.1% accuracy vs 85.1% baseline with 1.5x speedup. Includes full technical whitepaper. |
| Prometheus | Autonomous AI framework replicating the scientific method. Multi-agent system integrating LLM-driven hypothesis generation with molecular docking and MD simulations. |
| CodeTag | Professional developer tool (TUI/CLI) for codebase analysis. Integrates Semgrep and OSV-Scanner. Distributed via pipx. |
- Languages: Python, C++, SQL, LaTeX, Bash/Zsh
- AI & ML: PyTorch, Transformers, Neural Architecture Design, Multi-agent Systems, NLP, Vector Databases (LanceDB)
- Security: Static Analysis, Vulnerability Research, Memory Safety, Fuzzing
- Tools: Git, Docker, VS Code, pytest, ruff, Tree-sitter, Overleaf
- Email:
[email protected] - Website:
mescuwa.fyi
(please hire me :3)