Jen

Jen

The Epistemic Containment Of AI

What This Challenge Reveals About the Limits of Large Language Models When OpenAI patched a critical vulnerability in ChatGPT's Deep Research feature in December 2025, it exposed something more fundamental than

The Biological Foundations of Compression

All enduring systems are physical systems, and energy is the most honest feedback there is. Every living process unfolds under a simple condition: to persist, a system must predict; to predict, it must

Why AI Regulation Must Start From Scratch

When regulators first encountered biotechnology, nanomedicine, and digital health, they adapted existing frameworks. Drugs, devices, and diagnostics each had long histories of oversight, so new technologies were folded into those categories with incremental