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Building Agentic Consumer Products with Temporal

Talkat Replay 2026 · 2026-05-05..05-07· [ai-assisted-development]
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Cursor builds cloud agents that run each job in a dedicated VM per agent and orchestrates them with Temporal Cloud workflows, using worker activities on AWS (migrated from ECS to Kubernetes/EKS), S3 for content-addressable artifacts, Redis streams for live output, VNC for proofs, and child workflows for sub-agents. Reliability jumps from ~90% to >99% activity success, at ~50M Temporal actions and 7M+ workflows/day, one third of internal PRs coming from agents, and CI replays production histories to catch workflow upgrade nondeterminism.

AI-written summary · about

  1. 0:00Introduction
  2. 1:09AI coding industry eras
  3. 4:17Cloud agents demo
  4. 5:22How local agents work
  5. 7:11How cloud agents work
  6. 8:33Why cloud agents level up
  7. 9:35Temporal for agent reliability
  8. 10:37Road to cloud agents
  9. 13:23Current architecture with Temporal
  10. 16:10Sub-agents and child workflows
  11. 17:12Presentation layer design
  12. 19:40Temporal infrastructure evolution
  13. 24:59Testing workflow upgrades
  14. 26:22Cloud agents by the numbers
  15. 27:45Other Temporal use cases
  16. 31:18Conclusion and Q&A
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