From DARPA Military Tech to Waymo Self Driving
Автор: Bilawal Sidhu
Загружено: 2026-02-27
Просмотров: 3130
Описание:
Waymo just expanded to 10 cities. Wayve raised $1.5 billion. Tesla's robotaxis have human babysitters. The self-driving race is accelerating, but none of it makes sense without understanding how we got here.
In this video, I break down the complete history of self-driving cars, from DARPA's first autonomous vehicle in 1984 to the Grand Challenges, Google's Project Chauffeur, the billion-dollar gold rush, and the massive architecture shift from hand-coded rules to end-to-end neural networks that changed everything.
The core idea: we went from programming cars to parenting them. From writing 300,000 lines of C++ code to a single neural network that learns to drive by watching millions of hours of real human driving data. That's the shift: from rules to intuition.
Chapters:
0:00 Intro
0:53 The First Self-Driving Cars (1984-2003)
1:45 DARPA Grand Challenge
3:02 Google's Project Chauffeur
3:45 The Long Tail Problem
5:03 The Gold Rush Begins
5:26 The 5 Levels of Autonomy
7:34 The Industry Arms Race
8:43 The Reckoning
9:53 The Origins of End-to-End Learning
11:19 The AI Revolution
12:50 The Modular Architecture Problem
16:05 Tesla Goes Neural
18:14 Tesla FSD v12: Full End-to-End
19:57 Waymo's Shift to Neural Networks
21:05 Synthetic Data & World Models
24:48 The Hallucination Paradox
25:55 The Three Approaches Today
27:20 The Road Ahead
🔗 Papers & References:
Waymo EMMA Paper: https://waymo.com/research/emma/
Waymo EMMA Blog Post: https://waymo.com/blog/2024/10/introd...
NVIDIA DAVE-2 Paper (End-to-End Learning): https://arxiv.org/abs/1604.07316
"Attention Is All You Need" (Transformer Paper): https://arxiv.org/abs/1706.03762
Andrej Karpathy's "Software 2.0": / software-2-0
Google DeepMind Genie 3: https://deepmind.google/blog/genie-3-...
Comma.ai (openpilot): https://comma.ai
Wayve: https://wayve.ai
Applied Intuition: https://applied.co
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Bio:
Bilawal Sidhu is a creator, engineer, and product builder obsessed with blending reality and imagination using art and science. Bilawal is the technology curator for TED Talks, and a venture scout for Andreessen Horowitz. With more than a decade of experience in the tech industry, he spent six years as a product manager at Google, where he worked on spatial computing and 3D maps. His work has been featured in major publications including Bloomberg, Forbes, BBC, CNBC, and Fortune, among others. Bilawal’s journey into computer graphics began at 11, when he fell in love with seamlessly blending 3D into real life footage. Since then, he's captivated over 1.5M subscribers, garnering more than 500M+ views across his platforms. Driven by a mission to empower the next generation of artists and entrepreneurs, Bilawal openly shares AI-assisted workflows and industry insights on social media. When he’s not working, you can find Bilawal expanding his collection of electric guitars.
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