~/talk

Cash in Your Change: Convert Mutations to AI Insights

Talkat GraphQL Summit 2025 · 2025-10-06..10-08· [graphql, data-engineering]
linkedin:mastle
links:none on file
slides:none on file

Claim: every GraphQL mutation becomes an immutable, auditable event feed that powers analytics and AI. Implementation captures all mutations at the Apollo Router via a native Apollo Router Rust plugin, streams JSON events into Current DB fine-grain streams (durable, ordered, replayable), and runs LLMs over a loan-application stream to return a JSON summary which is itself stored as an event. PII options include encryption, separate streams or crypto‑shredding; repo is open source and the alpha plugin demonstrably works.

AI-written summary · about

  1. 0:00Welcome
  2. 4:10Speakers
  3. 9:48GraphQL mutations as events
  4. 14:41Why capture mutations
  5. 15:02Loan application demo
  6. 18:55Storing events in Current DB
  7. 22:10Event-native data benefits
  8. 26:46Events to read models
  9. 28:55AI for insights
  10. 31:03Current MCP server
  11. 33:10Call to action
  12. 34:13Use cases
  13. 35:58Q&A
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