What it is
HCI and human–machine collaboration patterns for products that otherwise optimise only for machines.
Architecture
Interfaces expose system state. Oversight workflows are designed with fatigue and error in mind.
Capabilities
- Accessibility baselines
- Oversight UX patterns
- Consent-aware data practices
- Decision-support layout notes
Security
Consent and minimisation apply to human data. Surveillance features are out of scope for this line’s ethics.
Research focus
How do we measure decision quality when AI suggestions are present without creating automation bias studies we cannot run?