Autonomous Lab Loop
Watch the loop run.
Every sensor class from every heavy industry — hydrogen, ammonia, waste-to-energy, CCS, data centers, nuclear, metals, and process plants — streams into the same autonomous loop. The SuperPC builds a live model. Hypotheses become run plans, experiments execute, and insights feed back into the next setpoint. No hand-waving — every transition is logged, checked, and reversible.
Instruments stream raw data into the bus. Provenance tags are attached before compute sees anything.
Loop mechanics
One closed loop, seven explicit stages.
The animation above is not decoration. It maps the same control architecture we deploy across hydrogen, ammonia, waste-to-energy, CCS, data centers, nuclear, metals, and process plants: instrumentation, compute, hypothesis generation, orchestration, execution, logging, and physics-aware analysis.
Multi-channel data ingestion
Normalize streams from 40+ sensor classes across every heavy industry: electrolyzer stacks, flue-gas CEMS, ammonia reactor cells, CRAC units, capture solvent loops, neutron/gamma detectors, PLCs, vibration sensors, spectrometers, and more. Stale or missing channels are rejected before compute.
SuperPC resonance
Local GPU cluster builds a live world-model from embeddings. Patterns across runs resonate; glitches and regime transitions are separated by physics.
Testable predictions
The hypothesis engine proposes the next measurement. Every prediction must survive dimensional, conservation, and known-bound checks before it becomes a run plan.
Policy-driven orchestration
Orchestrator converts the hypothesis into instrument setpoints and run sequences. High-consequence actions escalate to a human; routine sweeps run autonomously.
Closed-loop actuation
Experiment runner executes the campaign. Safety gates pause on anomaly; physics-aware bounds prevent runaway setpoints.
Provenance and feedback
Outputs, setpoints, model versions, and agent decisions are archived. Analysis feeds residuals and insights back into the model for the next loop.
Put your lab on a loop.
Start with a Lab Audit. In 48 hours we'll map where autonomy is ready, where it needs guardrails, and where humans must stay in charge.
Request a Lab Audit →