~/talk

The Future of API Management: AI and Machine Learning

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Five concrete tenets drive wins: API development that spans full‑stack, low‑code and cloud‑native producers with explicit support for GraphQL endpoints and AsyncAPI event contracts; automated governance that lints specs and versions products in a portal; testing augmented by ML for automated test generation from OpenAPI and synthetic production traffic expansion; end‑to‑end observability with tracing to single lines of code; and advanced security—IBM API Connect plus App Connect, Noname Security partnership and StepZen acquisition—responding to the claim that ~80% of officers see API incidents and 2/3 of cloud breaches involve APIs.

AI-written summary · about

  1. 0:00API management future
  2. 1:08APIs as products
  3. 2:56AI and ML in API dev
  4. 5:50Reducing complexity with ML
  5. 7:39Expanding API protocols
  6. 8:02GraphQL and AsyncAPI growth
  7. 10:12API governance lifecycle
  8. 12:01Automated governance formats
  9. 14:11Automated API testing
  10. 15:16AI-driven testing
  11. 17:25Observability beyond analytics
  12. 18:10Root cause tracing
  13. 20:00API security concerns
  14. 22:50Advanced API security
  15. 24:16IBM API management
  16. 25:42Enhancing with acquisitions
  17. 26:02API use cases
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