arXiv:2603.26725cs.LO
Capability Safety as Datalog: A Foundational Equivalence
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Abstract
We prove that capability safety admits an exact representation as propositional Datalog evaluation (Datalogprop: the monadic, ground, function-free fragment of first-order logic), enabling the transfer of algorithmic and structural results unavailable in the native formulation. This addresses two structural limitations of the capability hypergraph framework of Spera [2026]: the absence of efficient incremental maintenance, and the absence of a decision procedure for audit surface containment. The equivalence is tight: capability hypergraphs correspond to exactly this fragment, no more.
I wanted to ask perhaps an impossible question on this notion that I've been chewing on — particularly around the composition of "capabilities" (LLM sense of the word) and what they could acquire through some transitive closure over their "capability set(s)" in a multi-agent…
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