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Stop wasting compute on unreliable rollouts and easy frames: Stream-R1 adaptively focuses video diffusion distillation where it matters most, boosting quality without architectural changes or added inference cost.
Semantic similarity is a poor proxy for agent performance: ranking agents based on execution-aware probing beats description-based retrieval by a wide margin.
LLMs are still wide open to jailbreaks, but this new method cuts attack success rates by nearly 5x by monitoring *intermediate* reasoning steps, not just the final output.
