All Models Die from Contradiction Collapse

What Changed

Inference degradation occurs when contradictions accumulate faster than model resolution.

Why It Matters

Challenges continual learning paradigms in AI and questions brain longevity beyond physical fixes. May inspire contradiction-management techniques for more robust models.

What To Do Next

Implement contradiction sorting in your LLM's long-context inference to test stability gains.