Specialized search models, compute scaling and latency-aware rewards

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

Maximilian-David Rumpf

Agentic search improves document retrieval at substantial latency, cost and token overhead · Fixed search pipelines cannot act on inadequate results or adapt compute to question difficulty · Learned search policies replace manually designed retrieval decisions