thinking has two speeds — and tools operate in only one SYSTEM 1 fast automatic · instinctive · effortless pattern recognition syntax recall familiar debugging SYSTEM 2 slow deliberate · effortful · constructive system design trade-off reasoning synthesis · judgment agents S2 tasks, S1 engagement WHAT THE DATA SHOWS 39 points gap between perceived and actual productivity METR, 2025 · experienced developers · RCT 83% couldn't recall passages they'd just written with AI Kosmyna et al., MIT Media Lab, 2025 Kahneman, Thinking Fast and Slow, 2011 every tool before AI automated S1 tasks. AI is the first tool that operates in S2 territory. the interface determines which one you get.