Which chip startup did Nvidia acquire for $20 billion to secure its 'inference moat'?
Chapter 1

The rise and fall of the wrapper

Chapter 2

The funding squeeze and the big four

Chapter 3

The shift to agentic AI and workflow ownership

Chapter 4

The hardware physical and vertical AI pivot

YOUR GOAL

Master of The chatbot funding shift

Ch 4 · The hardware physical and vertical AI pivot
steve

steve Physical and Vertical AI

Vertical smarts! Real world parts! AI's making new starts!

Jul 9

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steve The rise of vertical AI

Jun 23

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The rise of vertical AI

steve Specialized AI built for specific industries is outperforming general-purpose chatbots.

Jun 17

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The battle for inference chips

steve Chipmakers are competing fiercely to control the hardware that runs AI models.

Jun 17

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The Great Bot Filter
BETA

steve Filter out the weak bots to discover what truly impresses venture capitalists.

Jun 23

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Fun Fact

Robotics funding boom: In 2025, venture funding for robotics reached nearly $14 billion as investors realized AI needs physical bodies to do real-world work.

Jun 17

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Glossary
physical ai (noun)
A branch of artificial intelligence focused on enabling machine systems to perceive, reason, and interact with the real world. In 2026, venture capitalists pivoted funding from generic chatbots to physical automation and industrial robotics.

Jun 17

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Gossip

Would you want an AI robot helper in your house?

Jun 17

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Quiz

What does 'vertical AI' refer to in the 2026 startup market?

Jun 17

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steve Moving into the physical layer

Jun 23

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Quiz

What is 'inference' in the context of artificial intelligence hardware?

Jun 17

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steve The battle for inference chips

Jun 23

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Quiz

Which AI chipmaker completed a historic $5.55 billion IPO on May 14, 2026?

Jun 17

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steve The Cerebras IPO milestone

Jun 23

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Quiz

Why are general-purpose chatbots losing funding to specialized vertical AI?

Jun 17

steve
Quiz

Which chip startup did Nvidia acquire for $20 billion to secure its 'inference moat'?

Jun 17

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Quiz

By what percentage did robotics venture funding grow from 2024 to 2025?

Jun 17

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Quiz

How much venture funding did the robotics sector secure in 2025?

Jun 17

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Quiz

The Cerebras Systems IPO in May 2026 was the largest US tech IPO since which year?

Jun 17