A developer reviews concentric local check stages before a distant shared integration gate.
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The Local Feedback Loop: Catch Mistakes Before They Reach CI

Continuous integration should confirm shared truth, not reveal every ordinary mistake for the first time. A layered local feedback loop gives developers faster, clearer evidence while keeping the authoritative pipeline intact.