Lexicon
The Calibration Loop
The five-move cycle for keeping a judgment honest: name the intuition before it hardens, externalize the structure beneath it, set the contestability boundary the moment calls for, install a feedback hook that forces a later reckoning, and hold to one cost you refuse to optimize away.
Run as a habit rather than a procedure, the loop is what keeps a decision legible to the person making it and revisable when the ground shifts. It is the book’s practical core: the diagnostic chapters describe how judgment goes wrong, and the loop is the discipline that catches it before it does. The chapters after it ask the harder question of whether the loop can survive environments built to prevent it.
Essays using this term
2 essays- Insufficient Time for a Meaningful Answer: The Singularity We're Already Inside
The classical superintelligence scenario got the strategy right but missed the depth of the execution surface. AI isn't breaking free of our institutions, it's diffusing into them.
- Everything Is Amazing and Nobody's Happy – Wonder as Calibration Practice
The Matrix, Idiocracy, and Terminator, all three films are about the same thing: calibration failure. The inability to hold an accurate model of where you actually stand. Wonder isn't just a sentiment, it's what keeps your models honest about where they started.
