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Usage

Deep Agent provides automatic todo tracking and completion enforcement. Todos follow a strict lifecycle:
  1. Created as "pending" or "in_progress"
  2. Marked "in_progress" before starting work
  3. Marked "completed" immediately after finishing
  4. Agent continues until ALL todos are "completed"

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Params

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Automatic Completion Loop

The agent automatically:
  • Checks todo completion after each execution
  • Creates continuation tasks for incomplete todos
  • Repeats up to 10 iterations (MAX_COMPLETION_ITERATIONS)
  • Provides debug output showing progress (completed/total)

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Managing Todos Programmatically

# Get current todos
todos = agent.get_todos()
# Returns: [{"content": "...", "status": "..."}, ...]

# Access state directly
state = agent.deep_agent_state
todos = state.todos  # List[Todo]