Building adaptive production with AI agents, sensing, twins, and people.
We orchestrate multi-agent systems, smart sensors, and digital twins—always with human oversight—to test how each breakthrough performs on real manufacturing lines.
Where we push the boundaries
Our teams prototype on real lines, measuring resilience, throughput, and quality improvements across agentic orchestration, sensing, simulation, and human-in-the-loop workflows.
AI Agents & Orchestration
Coordinated autonomy
Multi-agent planners coordinate production steps, negotiate constraints, and adapt to live telemetry to keep cells flowing.
Smart sensors & edge
Signal-driven control
Adaptive sensing stacks, edge ML, and closed-loop controls let fixtures, conveyors, and robots respond in milliseconds.
Digital twins & simulation
Model-first validation
High-fidelity simulations mirror lines for faster experimentation, safety validation, and throughput tuning before deploying changes.
Human-AI collaboration
Assistance with oversight
Operator copilots, grounded explanations, and safe overrides keep humans in control while AI accelerates planning, diagnosis, and training.
Bring your ideas to the line
Share your research questions and datasets—we'll map them to our hardware, run controlled experiments, and publish results together.
Test on production hardware
Robots, adaptive fixtures, and sensors tuned for fast iteration.
Rich telemetry loops
Capture synchronized datasets across control, vision, and QA.
Co-author outcomes
Publish learnings, benchmarks, and best practices together.