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Package manager for things. Start designing modular hardware! PartCAD is the standard for documenting manufacturable physical products (a.k.a. Digital Thread or TDP). It comes with a set of tools to maintain product information and to facilitate efficient and effective workflows at all product lifecycle phases, boosted by AI.
Aber, the shopfloor data platform: Sparkplug B ingestion, a TimescaleDB historian, and a Supabase-backed directory, dashboard and audit trail, deployed with one Helm chart.
Event-driven aerospace digital thread on AWS: a quality defect cascades through 10 mock source systems, a Neptune knowledge graph and 10 Strands agents on Bedrock AgentCore (A2A, MCP, AG-UI) with human-in-the-loop decisions. CDK, MSK, EventBridge, Athena/Iceberg. Non-production sample.
PLM semantic layer sample on AWS: four site PLM databases read in place through Ontop virtual knowledge graphs, cross-system links in Amazon Neptune, federated SPARQL with SHACL validation and evidence, export control inside the query, a 3D STEP viewer, and a Strands agent on Amazon Bedrock sharing its 25 MCP tools with the screens. AWS CDK.