Research and doctrine

Evidence for governed AI execution.

Zaubern research focuses on the boundary where probabilistic AI reasoning becomes operational authority: actions, state changes, approvals, escalations, and externally verifiable evidence.

Read Authority Surface Mapping Start with the concept

Current release

Authority Surface Mapping: From Attack Surface Security to Execution Authority Governance

A whitepaper for mapping the systems, actions, autonomy levels, escalation paths, and evidence boundaries that determine what an AI-connected workflow is actually allowed to change.

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Strategic use

Use it before deploying agents into CRM, ERP, procurement, payments, KYC, claims, HR, support, or regulated operational workflows.