The Product
OXKERN Core
Low-level control for industrial machines. Plasma cutters, lasers, presses, mills.
Machines emit state every cycle
Industrial machines transmit operational state continuously. Most of that signal never leaves the controller. OXKERN reads each frame, resolves the state transitions, and stores them as structured telemetry on the edge.
Frame corruption at startup
Ignition sequences generate electromagnetic interference that corrupts protocol frames on the wire. OXKERN suspends polling at the pre-ignition state and resumes at transfer. Clean frame every cycle, on any machine whose startup creates noise on the line.
Degradation has a curve
Industrial components degrade along a measurable curve. OXKERN tracks sensor channels against a continuously learned baseline. Statistical deviation triggers a warning before the threshold becomes a failure.
Process parameters are measurable
Most parameters come from operator habit. OXKERN runs Bayesian optimization across the parameter space and stores the result as a named process. Same output every operator, every shift.
Technology
What ships with the platform.
Multi-channel EMA anomaly detection across temperature, pressure, flow, and current sensors. Deterministic, auditable, sub-millisecond compute per cycle. No neural network, no training data, no cloud inference.
Process simulator: run any machine's full cycle without engaging the physical process. Train operators, validate new parameters. Zero material consumed, zero risk.
Unsafe parameter combinations caught before they reach actuation. Configuration cross-referenced against known hazard conditions. Auto-corrects, logs the event, alerts the operator.
Protocol watchdog: consecutive failed reads kill the connection and reset the state machine within a deterministic window. Clean recovery, logged and timestamped.
Machine parameter libraries indexed by material, process, and operating condition. Parameters available on the first job, with no months of manual entry.
Formally verified: FSM state determinism, safety invariants on critical states, error stickiness. Proof artifacts alongside test coverage. NR-12 and CE Machinery Directive alignment.
License Models
Three license models.
White Label
Distribute OXKERN Core inside your product.
- Ship OXKERN Core inside your product
- Source integration support
- Per-unit terms
Annual Enterprise
Per-site license for a factory floor. Unlimited nodes.
- Full platform license
- Version updates included
- Priority support channel
- Cut chart and gas mixture library
Monthly Cloud
API access to cloud resources. Pay per request.
- Query cut chart and gas mixture endpoints via API
- Billed per request
- Automated backups via cloud endpoint
- Cloud support channel
Integrate OXKERN Core into your stack.
OXKERN is in active development. If you need control software, machine integration, or want to build on the platform, get in touch.
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