Duality Is Live — And It Changes More Than You Think Dynamic Resonance AI for Attention Heads Today we’re releasing Duality , the first public implementation of our Dynamic Resonance AI (DRAI) framework. This isn’t just “another AI project.”It’s the first step toward a new class of models that can remember , adapt , and shift state  without ever touching backpropagation. For the past year, we’ve been building and debugging our resonance layer... a lightweight attractor system

Prediction May Be The Goal In “AGI Might Not Be AI’s Finish Line,”  Jeff Reid argues that the real objective of modern AI research isn’t creating conscious machines, but constructing vast probabilistic engines — oracles that can forecast the future. By reframing attention heads as probability mappers rather than thought simulators, he suggests that AI’s true power lies in foresight, not self-awareness. The essay explores the strategic implications of such “crystal ball” syste

There’s been a lot of attention recently (Rolling Stone, NYPost, Futurism) on users getting too attached to AI chatbots, falling into...

From Waves to Thought How recursion creates a mind. From Waves to Thought. How recursion creates a mind. | by Jeff Reid | May, 2025 |...