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How to ThinkIn the Age of AI

Ask 'how long have similar tasks taken?' not 'how long…

When planning task duration, deliberately switch from inside-view scenario construction to outside-view base-rate consultation by asking 'how long have similar tasks taken?' instead of 'how long will this take?'

When This Fires

Common Failure Mode

Using the inside view and then "adjusting" with outside-view data: "My scenario says 3 days, but similar tasks took 6, so I'll say 4.5." This anchors on the inside-view estimate and insufficiently adjusts. The outside view should be the anchor: start with "similar tasks take 6 days" and only adjust downward if you can identify specific, concrete reasons this task is different.

The Protocol

When estimating task duration: (1) Ask: "How long have similar tasks taken?" Identify 3-5 comparable past tasks and note their actual durations. (2) Calculate the average. This is your outside-view baseline. (3) Ask: "Is there a specific, concrete reason this task will take less time than the reference class?" Not "I feel good about this one" — a specific, articulable reason (smaller scope, familiar technology, no dependencies). (4) If you can articulate a specific reason → adjust the baseline modestly downward. If not → use the baseline. The outside view is almost always more accurate than the inside view.