Technology
A cognitive substrate, engineered top to bottom.
Five layers, one continuous loop — sensing to coordinated action.
Architecture
The cognitive stack.
Each layer is independently deployable and verifiable. The platform degrades gracefully — every layer can operate locally if upstream layers go offline.
L5
Coordination
Multi-site dispatch · grid-services aggregation · federated learning.
L4
Reasoning
Optimization · reinforcement learning · clustering · forecasting.
L3
Digital twin
Real-time site model — electrical, thermal, behavioral.
L2
Edge runtime
Deterministic control loops with safety constraints.
L1
Sensing
High-resolution waveform telemetry across loads & DERs.
Decision engine
How the system reasons.
Optimization
Mixed-integer & convex programs solving for cost, comfort and grid constraints.
Reinforcement learning
Policies that improve with operating experience while respecting safety envelopes.
Clustering
Behavioral segmentation of loads, users and assets to scale models cheaply.
Foundations
Built for serious infrastructure.
Safety-first control
Every actuation passes through verifiable constraint envelopes.
Edge autonomy
Sites keep operating under network loss.
Open observability
Grafana Cloud · OpenTelemetry · Prometheus-compatible streams.