Monday, January 12, 2026

Show HN: Are AI Algorithms Misinterpreting Your Intent? A Formal Approach to Measurement

🌟 Introducing State Discrepancy: A New Metric for AI Intent Quantification 🌟

As AI continues to evolve, understanding user intent becomes crucial. My research proposes State Discrepancy, a groundbreaking metric designed to quantify how AI influences user intent, referred to as “the Ghost.” This can help replace ambiguous concepts of manipulation with tangible engineering variables.

Key Insights:

  • Define the Problem: Legal and philosophical vagueness leads to regulatory challenges and user distrust.
  • Proposed Metric:
    1. Calculate Distance: Measure discrepancy between VisualState and LogicalState.
    2. Response Levels:
      • Optimization: Tweak update rates for minimal discrepancies.
      • Warning: Apply modifiers based on user experience.
      • Intervention: Adjust inputs for larger discrepancies.
      • Security: Activate protocols for significant deviations.

Explore the full paper on Zenodo and let’s transform the dialogue around AI manipulation!

🚀 Share your thoughts and engage with me! 🚀

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