MCAI uses model counting on encoded concrete and abstract semantics to give a quantitative, client-independent measure of imprecision in abstract domains, applied to Interval, Octagon, and KnownBit domains.
Symbolic optimization with smt solvers
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Alignment contracts define scope, allowed effects, budgets and disclosure rules as safety properties over finite effect traces, with decidable admissibility, refinement rules, and Lean-verified soundness under an observability assumption.
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Analyzing the Analyzers: Model Counting Meets Abstract Interpretation
MCAI uses model counting on encoded concrete and abstract semantics to give a quantitative, client-independent measure of imprecision in abstract domains, applied to Interval, Octagon, and KnownBit domains.
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Alignment Contracts for Agentic Security Systems
Alignment contracts define scope, allowed effects, budgets and disclosure rules as safety properties over finite effect traces, with decidable admissibility, refinement rules, and Lean-verified soundness under an observability assumption.