Articles

Technical articles and public-interest analysis from GTCode, including AI systems research, information-control audits, and computational investigation methods.

What the Universe Remembers

You may not remember the decision that changed your life. Perhaps it was an ordinary Tuesday when you accepted a job in another city. Perhaps you answered a message you nearly ignored, or decided, …

Where Choice Enters the World

A person prepares to reach for a glass, then stops before the muscles move. A motor plan was forming, the neural state was changing, and perhaps the probability of action was rising. A fraction of a …

The Silicon Episteme

In Terry Bisson’s They’re Made Out of Meat1, two aliens survey Earth and refuse to believe that anything thinks inside those soft wet bodies. It’s a joke about chauvinism, and it …

Local MI Lab: How Controls Broke My First Induction Story

I built Local MI Lab because SELF-GROUND had become too heavy for the amount of mechanistic interpretability practice I actually had. The negation SAE work taught me a lot, but it also wrapped every …

A Visual Language for Thinking About AI Synthesis

How do AI systems make sense of contradictory information? When multiple sources disagree, when interpretations conflict, when evidence points in different directions—what happens in the space …