Markets
World models for evolving market structure and decisions.
Explore MarketsFRONTIER AI & QUANTUM TECHNOLOGIES
Intelligence for
a world in motion.
We build quantum physics-driven world models that connect perception, prediction, and action.
THE WORLD DOESN’T STAND STILL. NEITHER SHOULD AI.
INTERACTIVE FIELD
01 / A DIFFERENT KIND OF INTELLIGENCE
The world is dynamic.
Our intelligence is, too.
Markets shift. Machines interact. Energy flows. Understanding these systems means understanding how they change.
Excite brings quantum physics, dynamical systems, and intelligent control into AI—building world models that estimate what is happening, anticipate what could happen, and guide what to do next.
02 / WORLD MODELS
One scientific foundation.
New fields of possibility.
Purpose-built intelligence for complex, evolving systems.
ATHENA / MARKET INTELLIGENCE
See the dynamics.
Inform the decision.
ATHENA brings state estimation, dynamical modeling, and optimal control to financial markets. A continuous cycle connects incoming data with forecasts, constraints, and execution decisions.
MAHCA / COORDINATED AUTONOMY
Individual agents.
Collective intelligence.
MAHCA applies intelligent control to systems of interacting autonomous agents. Each agent adapts to changing conditions while coordinating with the wider system.
MODELING A CHANGING MARKET
ObservationState estimatePossible futures
Change the environment to see trajectories respond.
FIELDS OF POSSIBILITY
One lab.
Four directions of impact.
Explore where our world models and physical research could take us.
Energy
Optimal Energy: MAHCA-based control for microgrids, storage, and virtual power plants.
Explore EnergyAutonomy
Local awareness. Adaptive agents. Collective coordination.
Explore AutonomyQuantum
Quantum dot, antenna, and sensing technologies advancing toward commercial systems.
Explore Quantum03 / OUR APPROACH
From observation
to intelligent action.
A world model is a working representation of how a system evolves—and how actions can influence its future.
Perceive
Turn observations into an evolving estimate of the system’s state.
Model
Represent the dynamics, interactions, and constraints that shape change.
Anticipate
Evaluate possible trajectories and the consequences of different actions.
Act & adapt
Guide decisions within defined objectives, then learn from new observations.
CONTINUOUS FEEDBACK
Grounded in physics.
Built for computation.
04 / QUANTUM HARDWARE
Building quantum hardware
to power the future of compute.
Excite Quantum is advancing quantum dot, antenna, and sensing technologies toward commercial deployment.
We are increasing technology readiness, refining device integration, and building the hardware foundations for the next generation of computation.
Discover Excite QuantumFROM LAB TO COMMERCIAL SYSTEMS
Building on established laboratory foundations, we are advancing device performance, system integration, and the engineering required for commercialization.
05 / A CLOSER LOOK
A few good
questions.
What is a world model?
A world model represents how a system behaves and changes over time. It uses observations to estimate the current state and evaluate what could happen next, including the effects of different actions.
What does “quantum physics-driven” mean?
It describes the scientific and mathematical foundations informing our models: ideas from quantum physics, Hamiltonian dynamics, and interacting systems. These models can run on classical CPUs and GPUs; the term does not itself imply a quantum computer or demonstrated quantum computational advantage.
How is this different from a language model?
Our focus is the dynamics of a system: its state, how it changes, and how actions affect its future. This gives our world-model work a different emphasis from language generation, while allowing both approaches to be complementary.
Where are you applying these models?
Our development programs include ATHENA for capital markets and MAHCA for coordinated autonomy. Excite Energy’s Optimal Energy product applies MAHCA to microgrids, storage, and virtual power plants. Excite Quantum extends our research into physical systems.
THE NEXT FRONTIER IS A SHARED ONE.
Let’s build
what comes next.
Research partnerships. Product applications.
New possibilities for intelligent systems.