Research Notes & Ideas from the Lab

How We Built a 14-Layer Safety Intelligence Pipeline to Catch Industrial Incidents Before They Happen

Most incident reporting systems are reactive — they record what went wrong after the fact. ASCENSION takes the opposite approach: extracting latent precursor signals from years of narrative incident logs before they escalate into catastrophes. Here's the architecture behind it.

Why Chaotic Dynamical Systems Make Better S-Boxes — And Why That Matters for Modern Cryptography

The substitution-box is the only nonlinear component in most block ciphers. Its cryptographic strength determines whether your cipher is breakable in hours or centuries. Here's how we use chaos theory to push S-Box nonlinearity to its theoretical limit.

How We Built a 14-Layer Safety Intelligence Pipeline to Catch Industrial Incidents Before They Happen

Why Chaotic Dynamical Systems Make Better S-Boxes — And Why That Matters for Modern Cryptography

Predicting Disaster Risk Across India Using 11 Years of Climate Data — What We Built, What We Learned

Using Genetic Algorithms to Automatically Generate Test Cases — From Research to Practical Software Testing