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Quality and release

Quality is the combination of automated checks, meaningful manual exploration, and release mechanics that make rollback boring instead of heroic.

Pipelines

Builds run unit and integration suites; security scans are tuned to reduce noise. Promotion to production requires recorded approvals where policy demands it.

Release strategies

Blue/green, canary, and feature flags are complementary tools. Rollback triggers and metric gates are written before go-live, not invented during an outage.

Related: Testing and go-live