Deterministic Liability and Insurer Readability in High-Consequence AI Systems

This release is a separate commercial companion note aligned with the authored Applicability Boundary publication line. It should be read alongside the canonical baseline publication of the Applicability Boundary Doctrine, DOI: 10.5281/zenodo.19425317, the earlier doctrinal extension, DOI: 10.5281/zenodo.19443895, the separate doctrinal specification on epistemic applicability, DOI: 10.5281/zenodo.19447536, the separate doctrinal specification on reality verification, DOI: 10.5281/zenodo.19457414, the separate doctrinal specification on approval-execution separation, DOI: 10.5281/zenodo.19462291, the separate doctrinal specification on substrate integrity, DOI: 10.5281/zenodo.19463230, the separate doctrinal specification on human-institutional responsibility, DOI: 10.5281/zenodo.19476910, the separate doctrinal specification on decorative governance, DOI: 10.5281/zenodo.19478004, the separate doctrinal evaluation module on vendor claim admissibility, DOI: 10.5281/zenodo.19487979, the separate doctrinal evaluation module on memory, context, delegation, and manual boundary integrity, DOI: 10.5281/zenodo.19502406, the separate doctrinal technical specification on formal conditions of standing and re-sanctioning, DOI: 10.5281/zenodo.19599888, the separate doctrinal evaluation module on update-rule admissibility and standing preservation, DOI: 10.5281/zenodo.19616417, the separate doctrinal technical specification on irreversibility posture and the boundary of governance automation, DOI: 10.5281/zenodo.19636475, and the separate doctrinal technical specification on deterministic liability, pressure isolation, and mission invalidation, DOI: 10.5281/zenodo.19655615. It is a separate public companion note and not a version of any prior record. It addresses a narrower applied question within the same authored framework: what makes an AI-enabled consequence path readable to underwriters, risk committees, procurement, and counsel before loss crystallizes? The note translates already-published doctrinal conditions into an insurer-readable and procurement-readable posture for consequence-bearing AI use. It focuses on declared consequence class, scheme-based admissibility, current execution authority, restoration conditions, burden-bearing stop and escalation authority, mission invalidation, dead-man boundaries, and the minimum records that allow liability posture to be reconstructed without narrative laundering. It is intended as a citable public reference for continued work on:- insurer readability for consequence-bearing AI systems- declared consequence classes and commercial risk posture- standing and current authority at the point of execution- burden-bearing stop, escalation, and restoration authority- mission invalidation and deterministic response classes- insurer-readable records and responsibility crystallization- procurement and board readability for consequence-bearing autonomy This release does not replace any doctrinal publication in the authored line. It does not disclose the paid evaluation method, insurer-facing artifact workflow, domain-specific rollout path, or implementation architecture. No patent license or implied commercial implementation right is granted by this release. Commercial implementation, operational integration, productization, assurance packaging, procurement use, certification use, dispute support, insurer-facing application, regulator-facing application, or other consequence-bearing application of the framework requires separate written permission or license from the author unless independently established without reliance on the authored framework. Commercial application and confidential discussion:admin@gotocalm.comSubject line suggested: Deterministic Liability - Insurer Readability Inquiry