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You’re looking at a DevOps environment where engineers still spend meaningful time on repetitive operational work like manual deploy checks, recurring incident triage steps, credential rotation follow-ups, and routine requests from internal teams using Claude Code and the Anthropic API. You want to reduce that toil without creating brittle automation that adds new failure modes or hides important operational signals.
How do you automate away operational toil?
