Claude Code turned every engineer into three. Now companies need more PMs (venturebeat.com)

Anthropic has revealed a significant shift in its engineering approach, attributing the transformation to Claude Code, which has enabled its engineers to produce at a rate akin to three times their actual headcount. As a result, the bottleneck in software development has moved from the coding process itself to the decision-making phase—prompting Anthropic to hire more product managers (PMs) to handle the increased demand for project clarity and focus. This shift reflects a broader trend in the AI/ML industry where the traditional roles of engineers and PMs are evolving, as engineering teams are able to ship features at an unprecedented pace. The implications of this change are profound: engineers are now called to engage more actively in the product development lifecycle by participating in customer interactions, validating ideas, and making strategic decisions about what to build. With the increased reliance on AI tools, engineers must also enhance their review skills to ensure code quality, as AI-generated output can often lead to errors if not properly vetted. By elevating the importance of first-principles knowledge and proactive engagement with customers, companies can better navigate the complexities of this new era, where the ability to choose the right problems to solve is becoming the defining characteristic of successful engineers.