This repository provides a template for creating AI agents that perform file-based searches across knowledge sources using grep, find, and cat operations inside isolated sandboxes. The agent architecture avoids embeddings and vector databases, making searches deterministic and explainable. It includes pluggable adapters via a Chat SDK, allowing deployment across multiple platforms including web chat, GitHub Issues, and Discord with minimal code changes.