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The DevOps Knowledge Base

In-depth guides on Docker, Kubernetes, AWS, CI/CD, AI/ML, and modern infrastructure — written by engineers, for engineers.

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Page 8 of 91

Build an AI Cost Allocation Tagger with Claude API

Build a tool that scans untagged or inconsistently tagged AWS resources, infers the correct team/project/environment tags from naming patterns and context, and opens a PR to apply them — closing the FinOps visibility gap without a manual tagging sprint.

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Build an AI Disaster Recovery Runbook Validator with Claude API

DR runbooks rot the moment infrastructure changes underneath them. Build a tool that checks every command in a runbook against current infrastructure state with Claude API, flagging stale resource IDs, removed permissions, and steps that would fail if you actually ran them during an incident.

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4 min readRead
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