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GuardedAct is proposed, a sandbox-first remediation framework that interposes a blast-radius-aware verification layer between the LLM action generator and the production environment and achieves an overall recovery rate and a modest sandbox-induced increase in mean time to recovery.
Forget turn-based interactions: MiniCPM-o 4.5 lets you build AI that sees, hears, speaks, and *reacts* in real-time, all on a device with only 12GB of RAM.
OPD's "free lunch" of dense token-level reward may be an illusion, as teacher novelty, not just higher scores, drives successful distillation.
