Divergent Paths: Learning an Outcome-Predictive Representation of LLM Agent Trajectories.

arXiv:2610.19614v1 Announce Type: cross Abstract: In this work, we reframe agentic trajectories as paths through a shared embedding space of actions and environmental observations. We show that successful and failed rollouts of the same task separate in this s