Title: Migrate AI orchestration to Pydantic AI while preserving search/tool integration

Title: Migrate AI orchestration to Pydantic AI while preserving search/tool integration: a task in LegoFlow-SWE (Harbor dataset). Important: Solve this task using only the repository, files, documentation, tests, and tools available in the provided task environment. Do not use the internet or any…