Monday, December 1, 2025

Discovering a Universal Stability Principle for Minds and AI Systems: The ZTGI Framework

Exploring the ZTGI Framework: Revolutionizing Cognitive Observation

For months, I’ve been developing the ZTGI — the Compulsory Singular Observation Principle. This bold framework challenges conventional thinking by asserting that every mind—biological or artificial—operates on a singular internal “observation driver.” Key insights include:

  • Single-FPS Cognition: A mind can maintain only one coherent internal state at a time.
  • Contradiction Load: When conflicting internal states activate simultaneously, instability arises.
  • Collapse Condition: Persistent internal conflict results in predictable failure modes (e.g., overload or panic).

My early experiments with LLMs suggest that forced contradictions significantly degrade output in structured manners.

Now, I seek your insights:

  • Is the “single internal observer” assumption disproven?
  • Does my risk function for contradictions resonate with existing theories?
  • What frameworks in AGI safety or cognitive architecture should I explore?

🔍 Let’s refine this thinking together! Share your feedback or insights below!

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