Symbiokinetic Loop
A seven-stage loop for adaptive AI design.
Open resourceResource Domain
Resource Domain: Human-AI Co-Agency
Trust calibration
Matching trust to actual capability and risk.
Open resourceCo-agency
Shared work between humans and AI systems.
Open resourceHuman oversight
Human review with real power to understand, intervene, or reverse.
Open resourceHuman-AI co-adaptation
Humans and AI systems changing in response to each other.
Open resourceProtocol
A repeatable method for coordination.
Open resourceAdaptive calibration
Tuning AI behavior against feedback, risk, and context.
Open resourcePattern
A reusable design structure.
Open resource