Nervous Machine

AI that learns from physics, not proxy metrics.

Deploys where cloud AI can't. Improves itself autonomously.

Built for spacecraft · defense platforms · scientific discovery where prediction error = feedback from reality.

Our Vision: AI that learns real-world empirical lessons to solve real-world problems.

On Earth, in space, and DDIL environments.

Intelligence Where You Need It

Aerospace

We power autonomous last-mile learning in space where simulations hit the limits of empirical lessons, novel situations, and instrumentation gaps. Each mission gets safer and smarter.

Defense

Informed by global intelligence, but serialized for edge devices in DDIL environments. The system anticipates surprises, and autonomously prioritizes safe, reliable, millisecond operations.

Research Labs

Fast feedback loops with physics-grounded vectors over reward signals. Each experiment infuses the world model with intelligence from the physical world.

The Learning Loop in a Physical System

We demonstrate the prediction-error loop live with the real-time formation of a hurricane.

Causal hypothesis of hurricane Imelda strength trajectory is autonomously developed via MCP

Microcontroller Diagnostics

Instant Analysis: System provides weighted probable causes, diagnostic procedures, and cost estimates for embedded hardware failures.

Safety interlock system troubleshooting interface

Safety-Critical Systems

Mission-Critical Support: Safety interlock diagnostics with immediate stop protocols and systematic troubleshooting for regulatory compliance.

PLC system causal analysis and network visualization

Industrial Control Systems

Complex System Analysis: PLC troubleshooting with causal network visualization showing interconnected system dependencies and failure modes.

Expert escalation chat with human engineer consultation

Expert Escalation

Human-in-the-Loop: Complex edge cases automatically escalate to expert engineers with full diagnostic context, enabling sophisticated analysis and defect detection.

System-Agnostic Learning

From microcontrollers to PLCs to safety interlocks - every diagnosis strengthens the global knowledge base. Your entire embedded ecosystem becomes more intelligent with each interaction.

How We Build Intelligence That Actually Works

Real-World Learning

Our AI learns from actual industrial operations, not just textbooks. It understands how your specific equipment behaves in your specific environment.

Why, Not Just What

We don't just identify problems - we understand why they happen. This means better solutions and prevention of similar issues across your entire operation.

Gets Smarter Over Time

Every interaction teaches the system something new. Your knowledge base becomes more valuable with every problem solved and every question answered.

Reliable & Explainable

No black box decisions. Our AI shows its reasoning, explains its confidence levels, and knows when to ask for human help.

Get In Touch

Discover how Nervous Machine has transformed technical support, decreasing MTTR from weeks to seconds.

Request a Demo