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archive – Shane Murray

on YouTube 19m
Talkat Optimized AI Conference 2025 · 2025-04-14..04-16· [ai-assisted-development, observability]

speaker

name:Shane Murray
linkedin:shanemurray5

resources

video:https://youtu.be/1N4cvZK8vaM
slides:none on file

summary

Claims that moving gen AI past pilot reveals a persistent illusion of done and day‑two failures around reliability, observability, and trust. Cites survey numbers: 100% feel pressured, 91% deploy or are deploying, 68% say data is not AI ready. Describes a troubleshooting agent that reduces time to resolve incidents by ~80%, is built in AWS Bedrock with Claude 3.5 Sonnet, and returns recommended root causes and steps in under a minute.

AI-written summary · about

chapters (8)

  1. 0:00Introduction
  2. 1:16Generative AI illusion of done
  3. 3:42Generative AI fundamentals
  4. 6:33Monte Carlo troubleshooting agent
  5. 9:27AI applications lessons
  6. 11:59AI production reliability pains
  7. 15:11Operationalizing AI reliability
  8. 17:42Summary

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