Couple Around a Task
Define a bounded epistemic, creative, or practical task rather than attributing a global trait to the person–AI pair.
The coupled system as the unit of analysis
A model for studying task-bounded human–AI systems in which outputs from either participant change the other participant’s next representation, judgment, or action.
Architecture
Define a bounded epistemic, creative, or practical task rather than attributing a global trait to the person–AI pair.
Require iterative exchange in which both human and machine contributions alter what happens next.
Keep purpose, evidence ranking, boundaries, consequence, and accountability explicit rather than letting fluent generation determine direction.
Evaluate the coupled system against relevant human-alone, AI-alone, or alternate-system baselines instead of assuming that a good artifact proves synergy.
Higher performance does not establish moral maturity, truth, consciousness, or human worth.
Applications
The framework is presented at the level supported by the source manuscript. It does not become a diagnostic test, a guarantee, a professional license, or an automated decision authority merely because it has a memorable structure.
Use it to improve inquiry, make assumptions visible, and organize human judgment. High-stakes legal, clinical, employment, financial, safety, religious, or regulated decisions still require the appropriate qualified authority.