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multi‑round rollout

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Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Aug 25, 2026 · Artificial Intelligence

Understanding Multi‑Round Rollouts, Context Reconstruction, and RL Training in Agentic RL

The article analyzes how Agentic RL decouples internal state, protocol requests, and token sequences, explains the inference pipeline, the challenges of preserving prefix relationships across multi‑round rollouts, and details a gateway‑based data collection and credit‑assignment pipeline for reinforcement‑learning training.

Agentic RLPiRL training
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Understanding Multi‑Round Rollouts, Context Reconstruction, and RL Training in Agentic RL