"""Workbook-local Triton notes for online softmax."""


def notes() -> str:
    return """
TODO(student):
1. Keep running_max and running_sum for one row.
2. Process the row in blocks.
3. Update the recurrence after each block.
4. Normalize once the full row has been seen.
"""


if __name__ == "__main__":
    print(notes())