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Upstream acceleration is often lost to downstream chaos. While AI tools speed up the coding phase, they frequently create bottlenecks in code reviews and deployment, meaning the overall delivery speed doesn't improve.

Impact: Organizations must optimize the entire pipeline, not just the coding phase, to realize the actual ROI of AI tools.

— from The Apex Framework: Measuring AI Impact in Engineering · Dev Interrupted· Apr 07, 2026