Tool definitions and execution for the agent loop.

Core file tools (read_file, write_file, edit_file, bash, list_files) are defined inline. Extended tools (skills, memory, gateway) are in submodules.

All tool definition maps use string keys to stay consistent with the rest of the chat pipeline (messages, content blocks, LLM responses).