Agentic AI solved coding — and exposed every other problem in software engineering

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Agentic AI is now a core part of the engineering process, driving massive execution leverage and helping us generate more code than ever before. Yet, a difficult question I’ve increasingly heard from business leaders is: if we’re shipping code faster than ever, why aren’t our products improving at the same rate?

The reason is that writing code was never the rate limiter. Defining the right requirements, integrating with complex systems, and maintaining software under real-world conditions has always been the hard part. And when agents flood an organization with lots of new code, the hard part only gets harder. Agents compress execution time. They do not compress ambiguity, accountability, or operational complexity.

As AI-generated code scales, human review is becoming a massive new bottleneck, and engineers are losing the context needed to catch agent mistakes. The companies that understand this will move forward deliberately and even create new roles because...

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