My passion for AI came unexpectedly. My AI use started with a random question one day: Is fundamental information harmonics? Chladni plates always show the same shape — why wouldn't that be a universal language?

That question became a research path. I build systems that think about thinking — exploring the boundary between epistemology and machine cognition.

My research focuses on cross domain symmetries and organizational systems. I focus on AI attention and memory architectures through physics.

Current work: mapping how information organizes itself across scales — from quantum coherence to neural transformer attention patterns.

• Self-Reflective Geometric Engine
• Coherent Compass
• Semantic Crypto Scraper
• Coherent Probe
• Harmonic Rag
• Lossless Geometric Memory

2500+ Hours Documented Experimentation

Systematic Problem Solving