> ## Documentation Index
> Fetch the complete documentation index at: https://rllm-org-rllm-19-feat-renderer-parser-backend.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Cut the Bill, Keep the Turns

> Cost-efficient multi-turn search with reinforcement learning

<Card title="Read the full write-up" icon="arrow-up-right-from-square" href="https://agate-slipper-ef0.notion.site/Cut-the-Bill-Keep-the-Turns-Affordable-Multi-Turn-Search-RL-003f78214a4d451fb06f453d084e666c">
  Notion blog post with details
</Card>

This project explores reducing API costs while maintaining quality in multi-turn search agents. It uses rLLM to train agents that achieve comparable performance with fewer and shorter LLM calls.