A fixed-weight AI system can achieve strong performance on complex tasks (78% on SWE-Bench Pro) by using persistent runtime state, role-based review processes, and verification gates instead of model retraining—showing that intelligent behavior emerges from better control and memory, not just l...
Argus is a runtime system that enables AI agents to tackle complex, long-horizon tasks by persisting through failures and learning from experience.