The Hallway Track
Research Findings

Where RL Will Take Search — Maximilian-David Rumpf, SID.ai

AI Engineer · Sep 16, 2026 · Research Findings

Reinforcement learning can significantly enhance search efficiency.

“agents spend 30 to 50% of their tokens on searching.”

Maximilian-David Rumpf discussed the potential of reinforcement learning to improve search efficiency, despite its current high costs. He emphasized that by offloading search tasks to specialized sub-agents, substantial advances in speed and accuracy could be achieved.

reinforcement_learning search_optimization

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