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A previous change I did to save token usage is wrong as cyzus pointed out. I reverted the change, and updated the test to reflect the scenario I didn't think of.
The last message in the memory_messages is not necessarily the task.
Maybe we can filter the memory_message if we don't want to send the same task twice or we can change the pre_update_plan prompt to not include the task.