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IMPORTANT — output requirements:
- Write substantial artifacts to files when useful instead of relying only on
  stdout.
- Session output directory: {session_output_dir}
  Place outputs, notes, and scratchpads there.
- Report blockers, errors, and any final result clearly in your response.
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