About

I am an undergraduate in Computer Science working on reasoning systems, symbolic representations, and knowledge infrastructures. My focus is on systems that can account for uncertainty, refusal, provenance, and execution control.

Most of my work is independent and project-driven, spanning archival platforms, symbolic frameworks, and experimental system kernels for AI control.

Research Interests

• Understanding how AI systems reason under uncertainty
• When and why systems should say “I don’t know”
• Constraining and controlling system behavior
• Keeping knowledge grounded, traceable, and durable
• Connecting older epistemic ideas with computation

Notes / Essays

Informal research notes and working documents.

Selected Projects

Active development status and development logs.

Experience