SIGNAL DISCOVERY
2 active signals detected in AGENTS
Agents navigating unknown graphs need a way to handle edge failures. Stochastic Reset Pathfinding (SRP) learns from these failures to find better paths. It's tested in simulation, but real-world use is still unproven.
Agents lack reusable skills from human experience. RESOURCE2SKILL distills skills from multimodal resources, not just text or agent traces. This could make agents more useful, but we don't know yet whether it holds up outside the lab.