~/talk

Feeding the Cloud: Designing Data-Driven Robotics Systems

Talkat Kubernetes on Edge Day Europe 2026 · on Monday, 2026-03-23· at 09:10· Emerald Room· [robotics, data-engineering]
name:Aaron Ray
links:none on file
slides:none on file

Demonstration builds a 3D scene graph stored in Neo4j, routes LLM calls through agent gateway, and records traces and costs with OpenTelemetry, Prometheus, Jaeger and Grafana. A soft drone and a Spot-style planner execute planned trajectories from the scene graph; unified routing tests compare external providers (OpenAI, Anthropic, Bedrock, Gemini) and show per-model cost metrics. A scripted failover evicts upstream on 503s and successfully fails over to local Olama, preserving queries and robot operation under intermittent connectivity while highlighting prompt and credential management gaps.

AI-written summary · about

  1. 0:00Data-driven robotics intro
  2. 1:23Robot architectures evolution
  3. 3:49Neural networks in robotics
  4. 6:56Cloud integration challenges
  5. 8:003D scene graph demo
  6. 10:49Research to production transition
  7. 13:21Cloud-native tools for robots
  8. 17:36Universal routing demo
  9. 21:06Failover scenario demo
  10. 25:44Cloud-native benefits
  11. 26:06Conclusion & Q&A
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