1  """Agent internals -- extracted modules from run_agent.py.
2  
3  These modules contain pure utility functions and self-contained classes
4  that were previously embedded in the 3,600-line run_agent.py. Extracting
5  them makes run_agent.py focused on the AIAgent orchestrator class.
6  """