Anticipation becomes agency.
From signal to insight. A continuous lifecycle.
Explore the research landscape.
Concepts, connections, and questions.
Select a field to trace its connections. Drag to pan; use the controls to zoom.
01 / WAYS INTO THE WORK
01 / CONCEPTS
The language of anticipation.
Start with prediction, internal models, and the conditions for autonomous action.
Explore concepts
02 / CONNECTIONS
Where ideas meet.
Trace relationships between predictive processing, control, and embodied intelligence.
Explore connections
03 / RESEARCH
Questions worth pursuing.
Explore the open problems guiding this developing research space.
Explore research
02 / CONCEPTS
From prediction to purposeful action.
Prediction
An estimate of what may happen next, informed by an internal model of the world.
Agency
The capacity to act on the world, rather than only describe or respond to it.
Autonomy
The ability to sustain and adapt action as conditions, uncertainty, and goals change.
03 / CONNECTIONS
Different fields. Shared questions.
Predictive processing asks how expectations shape perception. Control theory asks how feedback shapes action. Embodied intelligence asks how both emerge through interaction with the world. Predictive autonomy sits at their intersection.
04 / OPEN QUESTIONS
What makes anticipation autonomous?
When does a predictive model become a basis for agency? How should a system act when its predictions fail? And what changes when the system can reshape the world it is trying to predict?
This space is taking shape. Concepts and questions are starting points, not settled conclusions.
Predictive Autonomy