PrometheusRoot
Blog Links Prometheans 100+ Why are you here?
← Prometheans 100+
×
Arvind Narayanan
builder
ResearcherEducatorPolicy
X / Twitter Website
ai-snake-oilprincetoncriticismhype

Related

builder Gary Marcus
← Prometheans 100+ Arvind Narayanan

Princeton professor, 'AI Snake Oil' author

Arvind Narayanan

Professor — Princeton

Profile

Arvind Narayanan is a computer science professor at Princeton and director of the university’s Center for Information Technology Policy. If you want someone who actually reads the papers, understands the math, and will still tell you the emperor has no clothes, this is your guy. His work is the single best counterweight to AI marketing currently in circulation — not because he dismisses the technology, but because he takes it seriously enough to demand evidence.

Before AI became his main beat, Narayanan was already a force in technical privacy and security research. His 2008 paper with Vitaly Shmatikov on de-anonymizing the Netflix Prize dataset is a classic — showing that “anonymized” data often isn’t, using nothing more than public IMDb ratings as a side channel. He later co-authored Bitcoin and Cryptocurrency Technologies, the Princeton textbook that many developers still cite as the cleanest technical introduction to the field.

Today his focus is AI hype and accountability, mostly with his PhD student and co-author Sayash Kapoor. Together they wrote AI Snake Oil — the book and the Substack — and in 2025 published AI as Normal Technology, a long essay arguing that AI is a general-purpose technology like electricity or the internet, not a superintelligent alien. The piece is worth reading even if you disagree with it: it’s the most rigorous articulation of the “moderate optimist” position out there, and it directly engages with both the doomers and the accelerationists on their own terms.

For developers, Narayanan’s value is simple. When you see a breathless claim — “AI predicts crime,” “AI screens resumes better than humans,” “AI will collapse the economy in 18 months” — his writing is where you go to figure out what’s actually being measured, what the benchmark is hiding, and whether anyone has reproduced the result. He and Kapoor made the TIME100 AI list in 2023 for exactly this reason: evidence-based criticism is scarce, and theirs is the best.

Books

AI Snake Oil: What Artificial Intelligence Can Do, What It Can't, and How to Tell the Difference Narayanan and Kapoor's field guide to distinguishing real AI capabilities from marketing — required reading for anyone building with AI. Bitcoin and Cryptocurrency Technologies: A Comprehensive Introduction The Princeton textbook that taught a generation of engineers how blockchain actually works under the hood.

Key Articles & Papers

AI as Normal Technology 2025 — The essay framing AI as a general-purpose technology like electricity — deployment-bound, not a separate species. AI Snake Oil (Substack newsletter) — Ongoing commentary on AI hype, benchmarks, and policy. The antidote to your Twitter timeline. Robust De-anonymization of Large Sparse Datasets 2008 — The Netflix Prize de-anonymization paper — a foundational result in data privacy. Leakage and the Reproducibility Crisis in ML-based Science 2023 — Narayanan and Kapoor's audit showing data leakage has invalidated results across hundreds of ML studies in multiple fields. GPT-4 and professional benchmarks: the wrong answer to the wrong question 2023 — Why 'GPT-4 passed the bar exam' is a misleading headline, and how to read LLM benchmarks with a critical eye. A guide to understanding AI as normal technology 2025 — Companion guide to the Knight Institute paper — explains the framework in plainer language. Evaluating LLMs is a minefield — Talk notes on why most LLM evaluations quietly leak test data, inflate scores, or measure the wrong thing.

Videos

YouTube video

Spotify Podcasts

Debunking AI’s “Existential Risk” with Arvind Narayanan and Sayash Kapoor
Debunking AI’s “Existential Risk” with Arvind Narayanan and Sayash Kapoor
Debunking AI’s “Existential Risk” with Arvind Narayanan and Sayash Kapoor
Debunking AI’s “Existential Risk” with Arvind Narayanan and Sayash Kapoor
What Everyone’s Getting Wrong About AI, with Arvind Narayanan
What Everyone’s Getting Wrong About AI, with Arvind Narayanan
Lawfare Daily: Why AI Won't Revolutionize Law (At Least Not Yet), with Arvind Narayanan and Justin Curl
Lawfare Daily: Why AI Won't Revolutionize Law (At Least Not Yet), with Arvind Narayanan and Justin Curl
What If the AI Revolution Isn’t Real?
What If the AI Revolution Isn’t Real?
அ.தி.மு.கவை அழிக்கும் EDAPPADI PALANISAMY! | MODI | OPS | ARVIND KEJRIWAL |
அ.தி.மு.கவை அழிக்கும் EDAPPADI PALANISAMY! | MODI | OPS | ARVIND KEJRIWAL |
EP- 133 | Ketta Kelviku Badhil Feat. Sabaree, No Name, Arivu, Vaishu & Chriznill
EP- 133 | Ketta Kelviku Badhil Feat. Sabaree, No Name, Arivu, Vaishu & Chriznill
CCK23. அறிவாளியும் அரக்கனும் - Tamil short funny story for kids
CCK23. அறிவாளியும் அரக்கனும் - Tamil short funny story for kids
EP- 128 | The Epstein Files Feat. Sabaree, Sathish, Arivu, Nameless & Chriznill
EP- 128 | The Epstein Files Feat. Sabaree, Sathish, Arivu, Nameless & Chriznill
EP- 127 | Theevu Sendra Theevu Ku*di yum Motherland Sendra Madap**daiyum Feat. Sabaree, Sathish, Arivu, Vallal, Vaishu & Chriznill
EP- 127 | Theevu Sendra Theevu Ku*di yum Motherland Sendra Madap**daiyum Feat. Sabaree, Sathish, Arivu, Vallal, Vaishu & Chriznill

Related People

builder Gary Marcus
© 2026 PrometheusRoot