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Trajectory-scoped safety monitors for LLM agents are fundamentally flawed, leading to a 50% chance of missing threats that span multiple iterations.
GRPO-driven formulation selection boosts allocation accuracy by over 12 percentage points, outperforming traditional methods and closing in on optimal solutions.
SPORD revolutionizes supply chain planning by turning simulation from a passive monitoring tool into an active, collaborative planning engine that optimizes operations in real-time.
