Automation Patterns That Scale With Headcount
When a script becomes a platform job — reviewable, safe automation.
CI, scripting, and platform automation that stays reviewable as the team grows.
When a script becomes a platform job — reviewable, safe automation.
Map processes before writing integrations so automation removes work instead of hiding it.
Speed, flakiness, and developer experience as delivery system metrics.