Qwen-Image2512 is a severely underrated model (realism examples)

I always see posts arguing wether ZIT or Klein have best realism, but I am always surprised when I don’t see mention Qwen-Image2512 or Wan2.2, which are still to this day my two favorite models for T2I and general refining. I always found QwenImage to respond insanely well to LoRAs, its a very underrated model …

“Existential risk” – Why scientists are racing to define consciousness

Scientists warn that rapid advances in AI and neurotechnology are outpacing our understanding of consciousness, creating serious ethical risks. New research argues that developing scientific tests for awareness could transform medicine, animal welfare, law, and AI development. But identifying consciousness in machines, brain organoids, or patients could also force society to rethink responsibility, rights, and …

Geometry behind how AI agents learn revealed

A new study from the University at Albany shows that artificial intelligence systems may organize information in far more intricate ways than previously thought. The study, “Exploring the Stratified Space Structure of an RL Game with the Volume Growth Transform,” has been published online through arXiv.

Self-Supervised Learning with Gaussian Processes

Self supervised learning (SSL) is a machine learning paradigm where models learn to understand the underlying structure of data without explicit supervision from labeled samples. The acquired representations from SSL have demonstrated useful for many downstream tasks including clustering, and linear classification, etc. To ensure smoothness of the representation space, most SSL methods rely on …

Say what’s on your mind, and AI can tell what kind of person you are

If you say a few words, generative AI will understand who you are—maybe even better than your close family and friends. A new University of Michigan study found that widely available generative AI models (e.g., ChatGPT, Claude, LLaMa) can predict personality, key behaviors and daily emotions as or even more accurately than those closest to …

End-of-January LTX-2 Drop: More Control, Faster Iteration

We just shipped a new LTX-2 drop focused on one thing: making video generation easier to iterate on without killing VRAM, consistency, or sync. If you’ve been frustrated by LTX because prompt iteration was slow or outputs felt brittle, this update is aimed directly at that. Here’s the highlights, the full details are here. What’s …