AI-assisted development and management’s ever-faster release expectations are driving a surge in code changes. Teams push more commits, trigger more builds, and run more pipelines than ever before. It’s accelerating delivery—but it’s also driving up costs. Every code change triggers a CI run. Every CI run executes a test suite. At enterprise scale, those tests create longer pipelines, higher cloud costs, and slower feedback loops that block developers from moving forward. Organizations that w...

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