---
id: "quote-textbooks-surgery"
type: "quote"
source_timestamps: ["¶4"]
tags: ["metaphor", "training-failure"]
related: ["concept-capability-mirage"]
speaker: "Paola Cecchi-Dimeglio"
speakers: ["Paola Cecchi-Dimeglio"]
quote: "Using slide decks to master AI is like using textbooks to master surgery; they might help you grasp the theory, but they won't teach you how to actually do the work."
sources: ["reskilling"]
sourceVaultSlug: "hbr-seg-reskilling"
originDay: 10
articleStem: "hbr-edu-33-new-tools-workforce-training"
sourceUrl: "https://hbr.org/2025/12/the-new-tools-that-can-improve-workforce-training"
sourceTitle: "The New Tools That Can Improve Workforce Training"
---
# "Using slide decks to master AI is like using textbooks to master surgery"

## "Using slide decks to master AI is like using textbooks to master surgery"

> "Using slide decks to master AI is like using textbooks to master surgery; they might help you grasp the theory, but they won't teach you how to actually do the work."
> — **Paola Cecchi-Dimeglio** (¶4)

The article's signature metaphor for the inadequacy of passive learning against complex, modern technological workflows. It is the emotional core of [[concept-capability-mirage|the capability mirage]]: theory without embodied practice yields no real capability.

**Resonance with theory:** aligns with situated-learning (Lave & Wenger) and deliberate-practice research — complex skills require practice in contexts resembling real performance, not reading or lectures. See [[appraisal-xr-targeted-not-universal]].