Deterministic models
Calculate
Rules, calculations, specialized domain outputs, and defined readiness checks remain authoritative.
Use AI without losing the basis for the decision.
Structure repeatable work and clarify the path forward without turning uncertainty into false certainty or replacing accountable judgment.
Models calculate. AI interprets. People authorize.
AI
Interpret and propose
AI extracts, reconciles, reasons, compares, drafts, and explains within defined authority and explicit uncertainty.
People
Determine and authorize
Professionals make professional determinations. Project leaders approve commitments and external actions.
Every recommendation remains inspectable.
Evidence, assumptions, conflicts, unknowns, scenarios, decisions, authorizations, and change history remain distinct throughout the project.
- Source
- Project State
- Analysis
- Recommendation
- Decision
- Audit Trail
What the system will not pretend to know.
Missing information
Unknown or unavailable information stays explicit. It is never silently converted to zero, safe, or complete.
- System response
- Identify, route, monitor, and re-evaluate.
Professional conclusions
Legal, engineering, environmental, financial, and other professional determinations remain attributed to the responsible expert.
- System response
- Support and coordinate, never misrepresent authority.
External commitments
Submissions, communications, approvals, and other consequential actions require explicit authorization.
- System response
- Prepare, validate, present, and wait for authority.