Scope & Governance

1. Purpose of This Page

This page explains the intended scope, limitations, and governance principles underlying DumstorfAI and DAIXIS™.

2. What DumstorfAI and DAIXIS™ Are

DumstorfAI provides scientific interpretation, analytical support, and advisory services.
DAIXIS™ is a scientific interpretation governance and decision-support system.

3. What DumstorfAI and DAIXIS™ Are Not

They do not provide medical care, legal advice, regulatory determinations, or autonomous decision-making.

4. Human-in-the-Loop Principle

All outputs are designed to support expert review. Human users remain responsible for interpretation and action.

5. Decision Ownership and Accountability

DAIXIS™ does not make decisions. Responsibility for decisions and outcomes remains with the user and their organization.

6. Interpretation vs. Automation

DAIXIS™ focuses on organizing evidence, clarifying assumptions, and surfacing uncertainty—not automating conclusions.

7. Use of AI and Analytical Tools

AI and analytical tools may be used to assist interpretation, pattern recognition, and synthesis under defined constraints.

8. Epistemic Risk and Uncertainty

Scientific interpretation involves uncertainty. DAIXIS™ is designed to surface—not obscure—limitations, assumptions, and gaps.

9. Governance, Explainability, and Oversight

DAIXIS™ emphasizes transparency, explainability, and governance-aligned use consistent with professional standards.

10. Intended Users and Contexts

These tools are intended for scientifically trained professionals operating within organizational governance frameworks.

11. Regulatory and Professional Boundaries

Use of DumstorfAI and DAIXIS™ does not replace internal compliance, regulatory review, or professional obligations.

12. Updates to Scope and Governance

This framework may evolve as tools and standards develop. Updates will be reflected on this page.