~/talk

AI sovereignty, provenance and compliance

Talkat PyData London 2026 · on Saturday, 2026-06-06· at 15:30· Doddington Forum· [security, devops-and-delivery]
slides:none on file

Defines AI sovereignty as reclaiming control and giving concrete steps: cryptographically signed models, dataset provenance receipts and SBOM/AI BOM inventories, plus reproducible builds and lockfiles. Demonstrates tool patterns (model cards, Sigstore-style signing, Delta Lake / Iceberg lineage, Prompt Fu or DeepEval for repeatable evaluation), runtime choices from airgapped to gatewayed deployments, and observability for detection. Claims these interventions are implementable on a laptop and stresses automated CI/CD checks so artifacts can be verified and reproduced.

AI-written summary · about

  1. 0:00Introduction
  2. 1:48AI sovereignty and threat model
  3. 3:13Castle and moat metaphor
  4. 5:41Autonomy in AI systems
  5. 6:44Key sovereignty principles
  6. 7:25Provenance in AI systems
  7. 8:29Threat model across AI stack
  8. 9:11Data layer threats
  9. 10:35Environment threats and supply chain
  10. 11:39Agentic systems attacks
  11. 13:03Data layer provenance interventions
  12. 15:15Model provenance and verification
  13. 16:42Cloud sovereignty framework
  14. 18:08Artifact registration
  15. 19:30Runtime choices as decisions
  16. 21:37Environment interventions and SBOMs
  17. 22:41Reproducible builds
  18. 23:27Evaluation layer testing
  19. 24:51Evaluation cards and experiments
  20. 25:58Integration layer and AI gateways
  21. 27:23Sustainable autonomy
  22. 28:49Self-hosted reality check
  23. 30:36Supply chain security
  24. 32:47Q&A
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