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Quoting Timothy B. Lee

Timothy B. Lee compares the idea that LLMs have no learning curve to saying management requires no skill because employees just follow orders, arguing that effective use of AI tools involves nuance and skill.

Background

Timothy B. Lee is a technology journalist and policy analyst (former Ars Technica and Washington Post writer) who covers AI, tech policy, and cryptography. The quote uses a management analogy to push back against a common misconception about large language models (LLMs) — the idea that because an LLM generates text when you just type a prompt, using one requires no real skill. Lee argues this is false: getting useful, reliable results from an LLM requires understanding its quirks, iterating on prompts, evaluating outputs, and knowing when to trust it, much like managing people isn't just "telling them what to do." Simon Willison is a well-known Python developer and AI blogger who frequently curates sharp commentary like this on the practical realities of working with generative AI.