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Engineering-grade research designed for execution.

Deployable architectures, measurable KPIs, and implementation patterns across Automotive, Construction, Railway, Naval, Aviation & Aerospace.

2 releases / year Compliance-by-design Architecture + Methods + Deployment
2026 Edition White Paper ~20 pages

Precision AI for Heavy Industries

A practical blueprint to unify 3D design, physics-aware simulation, and agentic AI across Automotive, Construction, Railway, Naval, Aviation & Aerospace—without legacy overhead.

Physics-aware AI Industrial Knowledge Graph Specialized Engineering Models PLM + Simulation + Production
  • Reference architecture: ingestion → graph → models → agents → governance
  • Methods: ontologies, GNNs, PINNs, deep learning, reinforcement learning
  • Deployment: hybrid cloud, on-prem constraints, compliance-by-design
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We share deployable methods—not marketing claims. Expect explicit assumptions, measurable KPIs, and implementation detail.
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