What If Your AI Scientist Could Remember Why It Failed? EvoScientist's Self-Evolving Research Team

Most AI scientist systems act like brilliant interns with amnesia. EvoScientist adds three specialized agents and two persistent memories so the system can learn from failed directions, reuse good strategies, and improve over time.

GPT-5.2 Spent 12 Hours Thinking and Derived a New Physics Formula — Something Physicists Missed for 40 Years

GPT-5.2 derived a new physics formula that textbooks said was zero for decades. It simplified superexponentially complex gluon equations, spotted a pattern, and proposed a general formula — then proved it in a 12-hour reasoning session. Co-authored with Harvard, Cambridge, and IAS.