~/talk

Closing Keynote: Azure Cosmos DB as the Backbone for AI-Enabled Enterprise Applications

Talkat Azure Cosmos DB Conf 2025 · on Tuesday, 2025-04-15· [databases, ai-assisted-development]
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slides:none on file

H&R Block modernizes a cloud‑native tax platform using Azure Cosmos DB as the single storage layer for microservices and AI, claiming fast developer productivity and global replication for seasonal peaks. A real‑time analytics agent is built on .NET/C#, Semantic Kernel and Azure OpenAI, using Cosmos vector search with diskN, cosine similarity, text‑embedding‑3‑large (3072 dims). Practical notes: session consistency plus client session IDs, scale‑down floor at 10% of peak, SQL API fails on ~20 GB docs unless compressed or using a different API, two tax seasons in production.

AI-written summary · about

  1. 0:00Azure Cosmos DB journey
  2. 1:09Cloud-native goals and architecture
  3. 2:58Scalability and workload handling
  4. 4:23Lessons learned with Cosmos DB
  5. 6:51AI at H&R Block
  6. 9:15From search to AI chat
  7. 12:11Why Cosmos DB powers AI
  8. 13:35Demo introduction
  9. 16:08Analyzing chat with AI
  10. 21:50Demo technical deep dive
  11. 25:45Future possibilities
  12. 26:49Tax filing reminder
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