TSR Boosts Multi-Turn RL for LLM Agents

What Changed

Lightweight search for better per-turn actions

Why It Matters

TSR shifts search to training rollouts, enabling stronger multi-turn agents efficiently. Complements existing RL methods, reducing mode collapse in stochastic environments. Potential for broader LLM agent adoption in complex tasks.

What To Do Next

Prioritize whether this update affects your current workflow this week.