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.