A11: How Structural Integrity Prevents AI Model Collapse

As AI models grow more powerful, they face a critical vulnerability: gradual degradation through data feedback loops and the erosion of rare patterns that drive intelligence. A11 addresses this structural problem by enforcing strict integrity between knowledge layers and treating information gaps as growth signals rather than errors. For applications requiring stability and transparent uncertainty handling, this framework offers a novel protection mechanism.