Thain Builds Its Toolkit

This chapter gives Thain a practical toolkit for acting on the insights it produces. It introduces agentic retrieval, document lookup, ticket creation, team notification, feature-flagged tool registration, and approval gates for write operations. These patterns show how an agent can move from analysis to controlled action while preserving clear separation between read tools, write tools, and human-governed execution.