Interpretation becomes executable only after accountable owner validation.
Illustrative workflow · Synthetic example
Policy → Interpretation → Validated rule
01PolicyInspect +
The written clause is the authority. Keep its source, scope and version attached.
02InterpretationInspect +
Define issuer exposure, required inputs and the meaning of a missing assessment. Return ambiguity to the policy owner.
03Validated ruleInspect +
The owner approves the interpretation; boundary and missing-input tests validate its implementation before use.
Select a stage to inspect its detail.
Explore the principle in depth+
4.0%Illustrative issuer ceiling Assessment required before permission
Read the illustrative policy clause+
“Exposure to a single issuer must not exceed 4.0%. An assessment is required before automated permission.”Constructed policy clause · Illustrative mandate §4.1–4.2
In this example, an exposure above 4.0% is refused. A missing assessment inside that limit requires human review. Only a complete case within approved authority may proceed.
Start with the work, knowledge and authority already in place.
Read the technical detail+
We begin with the rules, records, systems and judgments your institution already relies upon. Written policy remains authoritative; interpretations are explicit; accountable owners decide what may become executable.
Start from the institution
01MandateInspect +
Identify the obligations and decisions the institution exists to carry out.
02PeopleInspect +
Find the policy owners, operators and reviewers who understand where judgment belongs.
03Operating realityInspect +
Map current systems, records, handoffs and constraints before specifying a change.
Assess the decision terrain, then agree what authority the system may receive.
Discovery before authority
01AssessInspect +
Which decisions repeat? Which sources do people trust? Where do handoffs lose context? What does the current stack already do well?
02GovernInspect +
Who approves interpretation? Which failures must stop action? Who owns exceptions, evidence and future changes?
Select a stage to inspect its detail.
Read the technical detail+
Discovery produces an explicit scope: a bounded workflow, its authoritative sources, accountable owners, input requirements and acceptance criteria. Unresolved policy questions and actions outside that authority stay out of deployment.
A framework for turning written policy into governed, executable logic. The paper examines how rules become checks, where human judgment remains essential, and how decisions stay traceable to their source.
Why the scarce skill in applied AI is knowing which questions are worth asking. A case for making expert reasoning, policy, and decision records a capability the institution can own.