https://hellogxp.github.io/tags/trust-calibration/Recent content in Trust-Calibration on Xueping's BlogHugoen-usSun, 14 Jun 2026 00:00:00 +0000https://hellogxp.github.io/posts/how-do-we-think/Sun, 14 Jun 2026 00:00:00 +0000https://hellogxp.github.io/posts/how-do-we-think/METR’s RCT found AI made developers 19% slower—yet they refused to work without it. The paradox reveals a deeper truth: when AI handles execution, human cognition must migrate upstream to specification, context design, and judgment. A framework grounded in cognitive science and HCI research.