Overview
I build automation and security-focused systems with an emphasis on reliability, restraint, and long-term maintainability. My work focuses on understanding how systems behave under real-world constraints such as incomplete data, failure, and operational risk.
Projects
Automated Trading Systems
Built deterministic, rule-driven trading systems with explicit risk controls, session filters, and failure-safe execution. Designed to operate under real-world constraints including incomplete market data and API instability.
Why this exists: To demonstrate disciplined system design where correctness, risk management, and observability matter more than raw performance.
Sports Odds Discord Bot
All-in-one Discord bot delivering Moneyline, Spread, and Player Prop picks with bankroll-adjusted stake sizing. Includes underdog filtering logic identifying statistically rational underdogs with >70% modeled win probability.
Why this exists: To show applied probability modeling, automation at scale, and real-time decision support in a production-style system.
Security Research & Reverse Engineering
Reverse engineered undocumented system behavior, rebuilt components with structured logging, and validated assumptions through ethical labs and CTF-style exercises.
Why this exists: To demonstrate methodical problem decomposition and security-first thinking rather than tool-driven hacking.
Principles
- Reliability is a feature
- Simplicity reduces risk
- Security starts with least privilege
- Automation requires guardrails
- Systems should fail safely
Contact
Email: chefDROID@proton.me
For professional inquiries, collaboration, or technical discussion, please reach out via GitHub or LinkedIn.