Resources
Technical papers, written for technical buyers
Precise benchmark figures, honest limitations, and the math behind the deterministic kernel.
The Deterministic Kernel: A Technical Introduction
How a single Sheffer Alpha primitive collapses into 18 production-grade AI modalities.
Atum Benchmark Report
Full benchmark methodology and results across all 18 modalities -- including where Atum is not yet dominant.
Geometric Deterministic Intelligence
How geometric measurement finds known and unknown anomalies in vector data -- architecture, benchmark results, and deployment guidance.