from __future__ import annotations
"""Agent internals -- extracted modules from run_agent.py.

These modules contain pure utility functions and self-contained classes
that were previously embedded in the 3,600-line run_agent.py. Extracting
them makes run_agent.py focused on the AIAgent orchestrator class.
"""
