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

Alexander Gill, Guram Gogia, Francisco Guzmán

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 th…