GrepSeek: Training Search Agents for Direct Corpus Interaction
GrepSeek trains LLMs to search Wikipedia directly by issuing executable shell commands instead of using pre-built indexes. It uses a two-stage training pipeline to teach agents how to construct precise command sequences for evidence retrieval. This method outperforms traditional RAG systems by allowing agents to surgically extract exact information from raw text.