Research & engineering
Investigations, software projects, interactive explainers and the evidence behind them.
Same Dice, Different Geometry
How matched Dice scores can conceal different structural errors in controlled vessel-mask surrogates.
AgroUnu
Coding-agent evaluation through bounded tasks, recorded trajectories and explicit acceptance checks.
Structural mechanics / numerical evaluation
Comparing behavioral distances in synthetic spring networks, including a negative result for the tested local geometry.
PDE-Refined Local Fractal Dimension Prior Conditioning and Topology-Aware Refinement for Retinal Vessel Segmentation with a Swin-UNet-Style Backbone
A published retinal vessel segmentation study, presented with its full citation and primary source.
Mechanistic interpretability
An ongoing research direction in understanding how neural networks represent and process information.
Research interests →Try it: right prediction, wrong reason →
Same Dice, Different Geometry
Move the same number of pixels and watch what stays connected.
Right prediction. Wrong reason.
Break a shortcut, compare two exact Shapley explanations and test a distribution shift.
Vector Geometry
Cosine similarity and Euclidean distance answer different questions. Drag two vectors to see which.