AI should strengthen the process
AI-assisted delivery is most useful when it supports requirements, test plans, runbooks, documentation and root-cause analysis rather than replacing senior judgement.
Spec-driven work reduces confusion
Clear acceptance criteria, migration steps, validation checks and rollback plans help teams move faster with fewer surprises.
Human review remains critical
Cloud and database changes affect production risk. AI output should be reviewed, tested and aligned with operational controls before use.
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