~/talk

Agentic Ambient Active Listening

Talkat Replay 2026 · 2026-05-05..05-07· [machine-learning, distributed-systems]
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Abridge runs an ambient clinical listener that ingests 500 ms audio chunks into Kafka, uses Flink to window and transcribe, and drives decision logic in Temporal with signals and child workflows to decide which products to run; system targets sub-5s turnaround for client responses, handles billions of actions/month across hundreds of workflows, and uses Nexus to avoid HTTP-retry storms. A proof-of-concept to‑do agent detects “take blood pressure,” waits for the spoken value, and marks the task complete.

AI-written summary · about

  1. 0:00Introduction and speaker intro
  2. 0:53Speaker background and Abridge overview
  3. 2:07Problems with synchronous microservices
  4. 3:58Why Temporal solves these issues
  5. 4:40Path to workflow orchestrators
  6. 5:49Abridge’s encounter workflows
  7. 6:59Refactoring workflow anti-patterns
  8. 8:45Agentic Ambient Active Listening
  9. 9:30Streaming audio system design
  10. 10:37Temporal’s streaming limitations
  11. 11:40Agent workflow harness in Temporal
  12. 12:48Demo: to-do list agent
  13. 13:53Streaming tokens with Temporal
  14. 14:36Closing remarks and thanks
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