The Masters of Change

AI & technology

Fei-Fei Li

A computer scientist working in computer vision and human-centered AI. Her perspective brings people affected by a system into its design and evaluation.

Independent educational case study. No affiliation or endorsement implied.

CORE FRAMEWORK · ORIGINAL SUMMARY

Build around human needs with careful data, evaluation and responsibility.

Stanford HAI; The Worlds I See

Reverse-engineer. Don’t idolize.

What the herd copied

Human-centered language without affected people.

What actually worked

Technical work linked to human consequences.

What survives

Include impact and oversight in success criteria.

Use it Monday at work

Make a company decision.

Identify who a company AI tool could harm and add an evaluation gate.

Curated video lessons

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