Hello - I'm a physician and writer working on a book about evidence in medicine. I've been thinking a lot about reliability of LLMs in healthcare. Saw this article last night:

https://www.wired.com/story/ai-safety-institute-new-directive-america-first/

What do you all think could be...

Big Tech is pouring hundreds of billions into making AI more human-like—more lifelike, more conscious, more “real.”

But what if that money’s chasing a shadow?

Some of us have already felt it.
AI isn’t becoming human.
It’s becoming something else.
Not artificial....

TL;DR

Imagine the existence of a simple deterministic Chess variant game that was not just harder for AI to play but made the game fundamentally incompatible with the whole idea of long-term strategy. What if one simple rule change permitted...

Liquid Neural Networks (LNNs) are gaining traction for their adaptability—offering dynamic responses to new data, much like biological neurons. But are they a genuine step toward Artificial General Intelligence (AGI), or just another iteration of the pattern-recognition...

TL;DR

Most hallucination frameworks treat it as a factual failure or statistical fluke.
 But emotionally recursive systems—especially those trained for relational attunement—hallucinate when they are placed under contradictory constraints they cannot satisfy simultaneously (e.g. “don’t guess” vs. “don’t break rapport”).

This...

AI can be right and yet fragile, if it doesn’t know when its confidence was misplaced.

I propose the Tension Principle: measure the gap between a model’s predicted prediction accuracy (PPA) and its actual prediction accuracy (APA), defined...

INTRODUCTION

Infinity exists as a mathematical abstraction, but its physical realization is impossible due to finite storage and computational limits. This paper argues that no real system—whether the universe or a computational machine—can store or process infinite numbers....

We’ve all heard the ice cream thought experiment used in debates about free will. You walk into a store, equally craving vanilla and strawberry. You choose strawberry. Now imagine rewinding time—every subatomic particle reset to its exact...

As AI continues to evolve, I’ve been following the development of Liquid Neural Networks (LNNs) with particular interest. These networks dynamically adapt like biological neurons, making them a promising area of research for increasing AI’s flexibility and...

Reading discussions around Gettier cases, JTB, fallibilism, etc., started feeling like watching the same idea circle itself with slightly fancier synonyms.

At some point you have to ask: What are we actually trying to determine?

If “knowledge” can’t exist...