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Automate the stable, repetitive, high-value paths — regression, smoke, critical user flows, APIs. Keep manual for exploratory testing, UX judgment, and brand-new features that are still changing shape. Automating a flux-state feature just creates maintenance debt. My automation suite covered the regression core and cut a 3-day cycle to 40 minutes; exploratory stayed human.