Independent Researcher — Building verifiable AI
I research Deterministic Intelligence — systems for verifiable, traceable, and controllable AI inference. My work spans runtime control, security, and auditability.
RCC (Runtime Compute Control)
Inference-time computation management for LLMs
KuraFormer
Kuramoto oscillatory adapter for pretrained Transformers — test-time compute scaling without retraining
Seetrex
Deterministic inference engine in Rust, no ML dependencies
Aiyane
Traceability framework for LLM outputs
Di Guard
Pre-click anti-phishing via domain analysis
KuraFormer: Oscillatory Dynamics as Parameter-Efficient Adapters for Pretrained Transformers
Zenodo, March 2026 — doi:10.5281/zenodo.19007695
Runtime Compute Control: Explicit Inference-Time Computation Management for Large Language Models
Zenodo, December 2025 — doi:10.5281/zenodo.18004897