WORLD MODEL · ARCHITECTURE EXPLORER

World Model Architecture Explorer

Compare the major architecture patterns used to represent state, learn dynamics, predict futures, simulate environments, plan actions and support intelligent control.

Observe→ Encode→ Model Dynamics→ Predict→ Plan→ Act

Architecture Library

—Visible architectures

—Architecture categories

—Unique components

—Use cases

Best for

Design note

Architecture flow

Core design questions

RepresentationWhat information must the internal state preserve?

DynamicsWhat changes over time and how should transitions be modeled?

ActionsDoes the predicted future depend on candidate actions?

MemoryIs the current observation sufficient, or is persistent state required?

Prediction horizonIs one-step prediction enough, or must the model support long rollouts?

PlanningWill a planner, policy or controller consume imagined futures?

UncertaintyShould the system represent several plausible future states?

EfficiencyCan the architecture produce enough rollouts for the target application?

From architecture to implementation

Architecture Explorer→ Implementation Lab→ Training & Evaluation Lab

Choose an architecture based on the target capability, implement the smallest useful version, then evaluate rollout stability and downstream utility before adding complexity.