The STAR Framework for Real-World Integration

Ethical companions should be designed to complement rather than replace human relationships. The STAR framework provides four key pillars for this:

• Science-based: Grounding all interventions in psychological and behavioral science.
• Timely: Providing just-in-time support when users are most vulnerable.
• Action-oriented: Activating positive behavior change, such as the Tiny Habits or Deep Work sessions we discussed, rather than just talking about feelings.
• Real-life-focused: Actively encouraging users to seek co-regulation with trusted humans and participate in their communities