Rebooting AI book cover

Rebooting AI by Gary Marcus and Ernest Davis Summary

Rebooting AI
Gary Marcus and Ernest Davis
3.78 (1063 Reviews)
AI
Science
Technology
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Overview of Rebooting AI

In "Rebooting AI," Marcus and Davis expose why today's AI lacks true intelligence. Endorsed by chess legend Garry Kasparov, this provocative manifesto challenges deep learning's limitations and asks: What if everything we believe about AI's future is fundamentally wrong?

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Key takeaways

1

The AI Mirage: Promises vs. Reality

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Imagine a world where self-driving cars navigate flawlessly through chaotic streets, virtual assistants understand your every need, and robots handle all household chores. This technological utopia has been "just around the corner" for decades. Yet despite breathless headlines and bold predictions from tech luminaries, we keep crashing into a sobering reality: today's AI systems are simultaneously impressive and disappointingly limited. When Elon Musk warns about existential AI threats, Tesla's "self-driving" cars are still rear-ending parked emergency vehicles. As IBM's Watson was celebrated for beating Jeopardy champions, its healthcare initiatives quietly failed after making "unsafe and incorrect" medical recommendations. This disconnect between hype and reality forms the central tension in "Rebooting AI" - a wake-up call that has resonated with everyone from Melinda Gates to Garry Kasparov. As tools like ChatGPT enter mainstream consciousness, understanding AI's true capabilities and limitations has never been more crucial.

2

The Perpetual Promise Machine

3

Deep Learning: Marvel with Fundamental Flaws

4

The Missing Ingredients: Common Sense and Reasoning

5

Learning from Human Cognition

6

Engineering Trustworthy AI

7

A Vision for Truly Intelligent Machines

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@Chloe, Solo founder, LA
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"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."

@Raaaaaachelw
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"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."

@Matt, YC alum
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comments
12
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108

"Reading used to feel like a chore. Now it’s just part of my lifestyle."

@Erin, Investment Banking Associate , NYC
platform
comments
254
likes
17

"Feels effortless compared to reading. I’ve finished 6 books this month already."

@djmikemoore
platform
star
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"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."

@Pitiful
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"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."

@SofiaP
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"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"

@Jaded_Falcon
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"It is great for me to learn something from the book without reading it."

@OojasSalunke
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"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."

@Leo, Law Student, UPenn
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"Makes me feel smarter every time before going to work"

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"Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."

@Moemenn
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"I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."

@Chloe, Solo founder, LA
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comments
12
likes
117

"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."

@Raaaaaachelw
platform
star
star
star
star
star

"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."

@Matt, YC alum
platform
comments
12
likes
108

"Reading used to feel like a chore. Now it’s just part of my lifestyle."

@Erin, Investment Banking Associate , NYC
platform
comments
254
likes
17

"Feels effortless compared to reading. I’ve finished 6 books this month already."

@djmikemoore
platform
star
star
star
star
star

"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."

@Pitiful
platform
comments
96
likes
4.5K

"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."

@SofiaP
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star
star
star
star
star

"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"

@Jaded_Falcon
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201
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16

"It is great for me to learn something from the book without reading it."

@OojasSalunke
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"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."

@Leo, Law Student, UPenn
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37
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483

"Makes me feel smarter every time before going to work"

@Cashflowbubu
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