~/talk

Schema Design in the Age of AI: Pragmatic Patterns to Evolve and Ship Fast

Talkat GraphQL Summit 2025 · 2025-10-06..10-08· [graphql, ai-assisted-development]
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Shows how Apollo MCP server plugs a Graph OS operation collections workflow into LLM agents so new GraphQL operations become tools seconds after saving — no commits, no deployments, no restarts. Demonstrates with Roverdev + MCP flag and Claude calling tools like search for product titles and prices and get product reviews by product ID against a dataset of five products (three Air Jordans). Argues GraphQL’s deterministic schema acts as a tool catalog to cut token orchestration costs and speed iteration.

AI-written summary · about

  1. 0:00AI application layer era
  2. 4:35AI fundamentally different
  3. 7:03MCP as client-server protocol
  4. 13:45Non-deterministic orchestration
  5. 17:13GraphQL fits AI tooling
  6. 20:43Apollo MCP server in action
  7. 29:50GraphQL for AI agents
  8. 32:16Schema design best practices
  9. 37:54Embracing chaos mitigating risk
  10. 41:24Key takeaways for AI
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