~/talk

Validation and Observability of AI Agents

TalkinUkrainianat Fwdays+DevRain AI 2025 · on Saturday, 2025-07-05· [ai-assisted-development, observability]
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A prototype mobile app called MyA connects to a multiagent backend using OpenAPI and Crew AI with FastAPI, a vector database for long-term memory, and Phoenix-style observability. It demonstrates tooling that captures spans, sessions, logs, traces, per-call parameters, total cost and cost per call to validate and observe agents, with a demo of 150 traces (~$2.5) and 14 s end-to-end latency; evaluation uses an LM-as-judge plus a custom hallucination score threshold of 0.5 to test logic, detect anomalies, and tune agents before production.

AI-written summary · about

  1. 0:00Introduction
  2. 2:56Evolution to agents
  3. 6:55What are agents
  4. 10:12Single vs multi-agent
  5. 13:01Agent validation problems
  6. 15:54MyA demo
  7. 20:56App observability setup
  8. 24:15Query analysis hallucinations
  9. 31:39System quality assessment
  10. 33:30Own courses development
  11. 34:13Q&A
  12. 41:20Agent economics
  13. 42:25Evaluating solution quality
  14. 45:17Agent risks and future
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