#ai-data-pipelines
#ai-data-pipelines

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#devops #observability #resilience-testing

The hidden devops crisis that AI workloads are about to expose

DevOps must move from component-level testing and basic monitoring to platform-level, end-to-end instrumentation and observability to meet AI data volume, velocity, and resilience needs.

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#ai-data-pipelines#ai-data-pipelines

The hidden devops crisis that AI workloads are about to expose

#ai-data-pipelines
#ai-data-pipelines