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A 150-runner firmware program cut environment-mismatch failures by 92% by replacing whole pools on every spec change instead of patching runners.

Productizing runner provisioning behind golden paths, RBAC, and quotas took a Series-B team from a 3-7 day ticket queue to a first pipeline in hours.

A growing game studio stopped building its own build farm on AWS/GCP and moved Linux and Windows CI onto immutable pools it did not have to run.