Human responsibility
People remain accountable.
AI-supported experiences may assist workflows and access to information. They are not replacements for qualified clinical judgment or organizational responsibility.
Trust framework
Responsible technology starts with visible boundaries.
This is how IMT² approaches healthcare-informed design, responsible AI, privacy, validation and honest project status.
Healthcare-informed process
Review is a process—not a badge.
Unless a named clinician or institution is explicitly identified with permission, this site does not imply medical endorsement, clinical validation or regulatory approval.
- 01
Observe the workflow
Understand the environment, intended users and existing responsibilities.
- 02
Consult intended users
Review assumptions with the people expected to use or manage the system.
- 03
Set boundaries
Define privacy, safety, access, escalation and human-review requirements.
- 04
Prototype and review
Test a focused experience before treating it as a finished capability.
- 05
Validate use
Check clarity and usability with representative users in the intended context.
- 06
Document and improve
State limitations, monitor evidence and revise when reality challenges an assumption.
Privacy
Collect less. Protect more.
Public inquiry channels must not contain patient information. Any future health-data processing requires defined purpose, access controls, retention and appropriate safeguards.
Evidence
Claims must match proof.
Research, prototypes, development and live work are labeled separately. Metrics, endorsements and outcomes are published only when documented.
Limitations
Uncertainty must be visible.
AI and software can be incomplete or wrong. Systems should enable review, correction and human escalation in sensitive or uncertain situations.
Project status
Words we use carefully.
- Live portfolio work
- An implemented experience whose stated capabilities can be shown. This does not automatically prove outcomes.
- In development
- An actively designed or built capability whose final scope and performance remain subject to review.
- Research
- An idea being explored. It is not a completed, validated or commercially available product.