Current AI safety research lacks the unification
Research gap analysis derived from 3 mathematics papers in our local library.
The gap
Current AI safety research lacks the unification of underlying physical laws. Legal systems are viewed as human conventions, separate from the physical world.
Evidence profile
Sourced from the stated research gap of the source papers, classified as general, all from Zenodo (CERN European Organization for Nuclear Research).
Research trend
Established — well-defined area with open sub-problems.
Supporting evidence — 3 representative gaps
- Universal Calibration Module (UCM): A Speculative Position Paper on Post-Singularity Transitional Risks (2026) · Zenodo (CERN European Organization for Nuclear Research) · doi
The problem of artificial intelligence safety is a central open problem of contemporary science. Existing AI safety methods are designed for systems that remain manageable. The gap between the power of the system and humanity's ability to control it is steadily increasing.
generalstated research gapevidence 5/5Keywords: problem artificial intelligence safety central open contemporary science - Authorization Phase Locking Law: The Projection of Physical Laws from AI Alignment to Human Legal Systems (2026) · Zenodo (CERN European Organization for Nuclear Research) · doi
Current AI safety research lacks the unification of underlying physical laws. Legal systems are viewed as human conventions, separate from the physical world.
generalstated research gapevidence 5/5Keywords: current safety research lacks unification underlying physical laws - Λ: The Euler Number of Deterministic Safety Origin, Meaning, and Mathematical Forcing of a Universal Threshold (2026) · Zenodo (CERN European Organization for Nuclear Research) · doi
The lack of a universal safety threshold that can separate safe from unsafe outputs with zero error. The need for a deterministic, five-layer safety architecture for multimodal agentic AI.
generalstated research gapevidence 5/5Keywords: lack universal safety threshold separate safe unsafe outputs
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