What do I do when algorithms can do my job faster than me?

You spent years learning to find real edge in the numbers. Now a machine does a piece of that in seconds, and it stings to watch. That feeling is honest. Something you were proud of is no longer rare. But speed is not the whole job. The machine runs the model. It does not decide which question matters, which edge is real and which is noise, or when the ground has shifted under the data. That judgment is yours, and it was always the harder part. So stop competing with the machine on its own ground. Spend a week noticing the moments where your judgment, not your calculation, made the difference. Write them down. That list is where your work is moving, and it is worth building on.