Advisory Models, Calibration, and Cognitive Security
On epistemic instruments, abstention boundaries, and the design patterns that keep advisory systems honest.
Writing Samples
Technical writing on AI systems, geometric representations, and the structures that shape cognition.
Learning Representations, Hybrid Geometric Compression, and Where GNNs Actually Fit
On multiscale representation boundaries for 3D spatial systems, and why the bottleneck is compression—not architecture.
Attention Is a Finite Biological Resource
On cognitive extraction, parasocial capture, and the economics of manufactured belief.