~/talk

How to Prevent AI Agents from Accessing Unauthorized Data

Talkat DevConf.CZ 2025 · 2025-06-12..06-14· [security, ai-assisted-development]
slides:none on file

Claims that relationship‑based authorization prevents RAG exfiltration by enforcing fine‑grained permissions and reducing vector search surface, backed by a live pre‑filter demo using SpiceDB, Pinecone, OpenAI, LangChain. Architecture shows two concrete modes, pre-filter (lookup allowed resources) and post-filter (check each candidate), and a working demo that writes relations, serves embeddings, deletes a relation and immediately blocks access. Cites Google Zanzibar scale of ~10 million queries/sec and SpiceDB’s ~5,700 GitHub stars as operational evidence.

AI-written summary · about

  1. 0:00AI agent authorization intro
  2. 2:10Authorization systems history
  3. 8:56Google Zanzibar architecture
  4. 15:21AI adoption and RAG pipelines
  5. 18:52Prevent unauthorized access
  6. 21:21Live demo setup and schema
  7. 23:07Fine-grained permissions
  8. 26:48Demo results and impact
  9. 27:51Zanzibar-like benefits
  10. 28:58Future of AI authorization
  11. 29:18Resources and closing
  12. 29:40Q&A on pre vs post-filter
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