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Forget disjointed pipelines and structured inputs: PlanAudio uses an LLM and semantic latent chain-of-thought to directly synthesize unified audio from free-form text prompts.
Don't let valuable steps in failed trajectories go unnoticed: GraphGPO leverages state-transition graphs for fine-grained credit assignment in agentic RL, boosting performance and efficiency.
