Author

Guram Gogia

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#artificial intelligence Preprint Oct 2026

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

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 space, with simple per-task discriminators predicting held-out rollout outcomes at up to 0.95 AUROC across thre...

Alexander Gill, Guram Gogia, Francisco Guzmán · 0 citations

#artificial intelligence Review Oct 2026

CWE-bench: Refocusing Agentic Security from Exploitation to Defense

CWE-bench is introduced, a private benchmark of 120 held-out repository audit-and-repair tasks spanning 73 CWE types, eight languages, and all OWASP Top 10 2025 categories, showing that no single agent is best across languages or vulnerability categories, and difficulty varies far more by vulnerability category than by...

Gonzalo Gonzalez-Pumariega, Ajay Jagannath, Adit Jain et al. · 0 citations