Entropy of Intent in LLMs

04 Jan 2026 AI Success Decay Mathematics AI Agent Reliability Engineering Entropy of Intent in LLMs Deterministic vs Probabilistic Computing Human-in-the-Loop Protocol for AI Agents

The Entropy of Intent

In a 32-step chain, a 95% success rate yields only a 19% chance of total victory. This "Success Decay" reveals the danger of AI agents: probabilistic subroutines that trade deterministic reliability for a fragile, entropic "best guess" logic.

13 Aug 2025 Alisa Esage AI Mirror Corridor Model collapse entropy spikes Entropy of Intent in LLMs Psychology

Alisa Esage on what AI is really doing to us...

We are building mirrors deep enough to show us things about ourselves we never meant to see. And when the reflection stares back, the story of being the only minds that matter may be the first thing to break.

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