Why Smart Failure Analysis Matters More Than Fast Pipelines

While CI pipelines have become increasingly fast at detecting failures, teams are losing sight of the real bottleneck: understanding those failures. With 620 million developer hours annually spent on debugging and AI-generated code triggering new classes of failures, investing in intelligent failure analysis—not just faster pipelines—has become essential for developer retention and productivity.