FrameworksDesign PrincipleAdaptive Calibration The Symbiokinetic Loop The Symbiokinetic Loop is a seven-stage design framework: Sense, Interpret, Coordinate, Act, Adapt, Govern, and Regenerate. Open resource
PatternsWorking TermAdaptive Calibration Feedback Resonance Feedback resonance describes the way repeated corrections, outcomes, environmental changes, and user signals can shape future AI behavior across an adaptive loop. Open resource