TL;DR of the paper, generated automatically.

Multi-turn agent RL gains shrink when turn budgets tighten.

• Gains: RL advantages drop off when turn budgets get tight, the paper says.
• Strength: error recovery and long-horizon resilience, not single-step decisions.
• Fix: BudgetMix RL varies budgets during training, claimed robust across settings.