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Why AI Workflows Need Inspectability

Modern AI systems are becoming increasingly orchestration-heavy, but optimizing them based only on final outputs is becoming unreliable. This article explores how multimodal workflows, model variability, latency, token costs, and debugging opacity pushed me toward thinking more about inspectability, workflow visibility, and AI systems engineering.