~/talk

Scaling Data in a Sovereign AI Platform

Talkat JCON EUROPE 2026 · 2026-04-20..04-23· [machine-learning, cloud-infrastructure]
links:none on file
slides:none on file

A blueprint for a European sovereign AI platform that pairs Dell infrastructure with a high-efficiency Java stack: Eclipse Store/Data Grid plus JVector as an embedded vector DB and cache on Kubernetes, Slurm for HPC jobs, and GraalVM native images to start storage-cell groups in milliseconds. Claims include 80% infrastructure cost savings, support for petabyte-scale long-term memory, federated factories totaling ~200 MW for large sites, and a released version 4 of the stack ready for pilot-to-production use.

AI-written summary · about

  1. 0:00Welcome and Historical Context.
  2. 2:50Defining Sovereign AI in Europe.
  3. 5:18Responsibility and the European AI Act.
  4. 7:11The Federated Factory Model.
  5. 11:53Infrastructure and Security Layers.
  6. 14:32Data Center Physicality and Liquid Cooling.
  7. 17:05Data Platforms and Federated Queries.
  8. 19:32Model Hubs and Software-Defined Infrastructure.
  9. 20:52Silicon Independence and Ecosystem Partners.
  10. 24:14Introduction to Marcus and the Java Stack.
  11. 27:36Eclipse Store and Data Grid Technology.
  12. 30:02Energy Efficiency and Monolithic Scaling Issues.
  13. 34:09The Principle of Storage Cells.
  14. 37:32GraalVM Native Images for High Performance.
  15. 41:05Autonomous Knowledge and Sustainability.
  16. 43:10Q&A.49:29
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