---
title: "Timothy B. Lee Refutes 'No Learning Curve for AI' with Management Analogy"
source: "Simon Willison 博客（Atom）"
source_tier: "t2"
url: "https://simonwillison.net/2026/Jun/26/timothy-b-lee/#atom-everything"
permalink: "https://feed.astralor.com/items/itm_ef10a2fdcbae1ed7cadb5fd6"
published: "2026-06-26T21:15:09.000Z"
score: 51
channel: "ai"
tags: ["AI Learning Curve","Cognitive Bias"]
---

# Timothy B. Lee Refutes 'No Learning Curve for AI' with Management Analogy

## At a glance

Timothy B. Lee posted a sharp comment on Simon Willison's blog, comparing the claim that 'there is no learning curve for AI' to saying 'there is no learning curve to being a manager because your employees will just do whatever you tell them to do.' The analogy exposes a common oversimplification in AI discourse, reminding practitioners that even powerful tools require deep understanding and practice to be used effectively.

## Key points

- Timothy B. Lee uses a management analogy to refute the 'no learning curve for AI' viewpoint
- Emphasizes that mastering AI tools also requires time and experience
- The comment sparks reflection in the tech community on perceptions of AI usability

## Full text

This is like saying there's no learning curve to being a manager because your employees will just do whatever you tell them to do.

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Verify against the original before citing; curated by Astral Feed: https://feed.astralor.com/items/itm_ef10a2fdcbae1ed7cadb5fd6