01
Continuity
Intelligence is historical. We examine what it means for a system to carry a usable past forward, rather than begin again at every interaction.
RESEARCH
Persistent intelligence
for machines.
Authoren is a research lab exploring how machine intelligence can retain experience, adapt over time, and operate across changing environments.
Research
Intelligence is not only a response. It is a history.
We investigate what changes when a system can retain experience, encounter consequences, and revise its understanding over time.
02
Adaptation
Learning matters only when experience can alter future behavior. We study revision that remains stable, situated, and cumulative over time.
03
Embodiment
Knowledge is shaped by limits, feedback, and action. We study how physical and simulated bodies determine what a system can learn.
Direction
Intelligence is a process in time.
A response can be generated in an instant. A mind, if it exists, must persist through change: retaining a past, encountering consequences, and revising its models of the world.
AUTHOREN
01
Remember
A system cannot have a history if every interaction begins from zero.
1 · Salience
Which experiences must survive interruption?
2 · Continuity
How can learned structure remain available without becoming fixed?
3 · Identity
What persists when a system moves across contexts?
02
Encounter
Learning becomes concrete when a system has consequences to perceive.
1 · Action
How does the world answer a system's interventions?
2 · Feedback
What can be inferred from success, error, and surprise?
3 · Situatedness
How do body and environment constrain what can be learned?
03
Revise
Adaptation is the disciplined revision of future behavior by experience.
1 · Prediction
Which expectations should experience update?
2 · Stability
What must resist change for learning to remain coherent?
3 · Accumulation
How can new learning extend rather than overwrite prior understanding?
Memory. Action. Revision.
Company
What changes when intelligence is allowed to accumulate a history?
Research focus
Persistent intelligence
Authoren investigates persistent learning, embodiment, and long-duration evaluation. We share selected research context privately with relevant investors and research partners.
Private research briefing