IBM's Aparna Nair: generalists are gone in AI era

Aparna Nair's comments come as IBM has committed to doubling down on junior talent, which sets a higher bar for entry-level hires. She said the company's clients are not expecting general advice from its workforce; IBM is hired for its deep technological expertise. That expectation is being applied even to new workers, who she said should arrive with the skills and domain expertise to take on more complex work earlier in their careers.

Nair described how engineering roles are starting to blur with AI. In the past, a software engineer might have spent 20% of their time coding and another 20% testing, she said. Now, AI can handle much of the coding work, and engineers need the critical-thinking and judgment skills to evaluate what the technology produces. She added that engineers also have more opportunities to work across the business, such as speaking with clients and marketing teams and bringing what they learn back into the products they're building. Even so, she said they still need deep expertise in their field and an understanding of how their work shapes the experience of clients and colleagues. Without that added knowledge, Nair said, it would be difficult for engineers "to do anything meaningful."

Nair also said workers should remain flexible. She said there is "nothing more powerful" than when workers combine deep expertise with the right behaviors and use AI to their advantage, calling that "a lethal combination."