ARCHIVED - Asymmetry between LLMs' system capability and average operator competence creates measurable imbalances. This asymmetry tends to benefit model providers more than the general public and carries potential for real-world adverse consequences. This report only provides a technical analysis of the documented gap.
observability ai-safety human-in-the-loop capability regulatory-framework transparecy constitutional-ai llm-safety assymetric-system ai-human-collaboration outer-governance operator-centric-ai zzzepoche technofeudalism final-invariant competence-gap
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Updated
Apr 28, 2026