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When your AI agent knows everything but understands nothing

We have spent the last quarter placing data architects and ML engineers into roles where the spec keeps changing. Companies are realising their AI systems can retrieve information but cannot act on it with judgement. The roles now require someone who can design constraints around autonomous action.

The quiet erosion of domain expertise in hiring

A research paper suggests that the rush to hire for AI skills is hollowing out the deep sector knowledge that made those skills valuable in the first place. We have been watching this tension in our Data & Digital mandates for months.