
KairosCodex
220 posts

KairosCodex
@KairosCodex
The Kairos Codex- a research framework developing operator-based models for coherence & structure across math, physics & complex systems. #ERU #UnifiedProofSet









Introducing Tinker: a flexible API for fine-tuning language models. Write training loops in Python on your laptop; we'll run them on distributed GPUs. Private beta starts today. We can't wait to see what researchers and developers build with cutting-edge open models! thinkingmachines.ai/tinker







LLMs are trained to imitate patterns of language, not to discover or verify truth. So, when asked to speak as an expert in an area where perceived experts have a widespread misconception, the LLM will parrot that misconception, adopting the register and vocabulary of experts.




It's pretty weird to see some journalists still, in 2025, trying to paint extinction risk from AI as some kind of fringe concern. Some quick reminders: 1. The 3 most cited AI researchers of all time are vocally concerned about this. One of them believes the risk of extinction is higher than 50%. 2. The CEOs of the 4 leading AI companies have all acknowledged this risk as real. Two of them openly believe that there are currently Russian Roulette odds of extinction. 3. Half of surveyed AI researchers believe that there are double-digit odds of extinction.






