Persistent state spaces
Representations for environments whose variables, constraints, identity, and causal history survive beyond one inference turn.
PROGRAMVIVACITY / SYSTEMS RESEARCH
Building the layer where intelligence becomes causal.
Vivacity works between world models, agent policies, and execution systems. The objective is a shared substrate for reasoning about state, action, uncertainty, and consequence.
SYSTEMS THESIS / 001
Prediction is not participation.
A world model can propose what may happen. An operational agent also needs persistent state, an action contract, an execution path, and evidence about what actually changed.
Action-conditioned dynamics
Methods for connecting a proposed action to candidate future states, admissibility conditions, and measurable consequences.
PROGRAMHeterogeneous execution
A common runtime boundary across exact solvers, physics engines, learned rollouts, and domain-specific systems.
PROGRAMEvaluation under change
Long-horizon evaluation that preserves partial observability, causal lineage, constraint violations, and the cost of recovery.
PROGRAMWorld state, action, execution operator, candidate next state.
TECHNICAL ACCESS