
The biggest mistake engineering leaders are making with AI is treating codegen as the whole transformation.
Engineers only spend ~16% of their time actually writing code.
So even "perfect" AI codegen only attacks 16% of the system.
The real leverage is in context, workflows, review, docs, architecture, and removing bottlenecks.
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