Research instrument 06
Self-Correcting Systems Lab
Trace how a model detects, explains, corrects, and learns from failure—without hiding the difference between established research and a proposed synthesis.
RL × CHAOS × ERROR OPTIMIZATION / SIX-STAGE CORRECTION LOOP
The instrument
Follow the error. Test the correction.
Each stage uses the same rhythm: make a prediction, manipulate the system, observe what changes, then reveal the explanation. Guided Path remembers your progress; Open Lab lets you move freely.