Building AI Models Faster And Cheaper Than You Think
Y Combinator
34 min, 6 sec
Exploration of generative AI advancements and insights into how companies build foundation models.
Summary
- The podcast discusses the rapid advancements in AI, such as accurate lip-syncing, video generation, and the creation of foundation models.
- Various startups within Y Combinator have successfully built foundation models with limited resources by hacking data, computation, and expertise.
- Companies have pivoted into AI, overcoming limitations through self-taught expertise, strategic use of computational resources, and generation of high-quality synthetic data.
- The implications of generative AI are far-reaching beyond entertainment, with applications in robotics, biology, weather prediction, and more.
Chapter 1
![The podcast opens with discussions on the transition of Sci-Fi concepts into reality through AI advancements.](https://www.videogist.co/rails/active_storage/representations/redirect/eyJfcmFpbHMiOnsiZGF0YSI6MTQxNDQ4LCJwdXIiOiJibG9iX2lkIn19--dd52c5cc377721d4bbd55d87d482d46497fdefc0/eyJfcmFpbHMiOnsiZGF0YSI6eyJmb3JtYXQiOiJqcGciLCJyZXNpemVfdG9fbGltaXQiOls3MjAsbnVsbF19LCJwdXIiOiJ2YXJpYXRpb24ifX0=--c9426325207613fdd890ee7713353fad711030c7/8266_21.jpg)
The podcast opens with discussions on the transition of Sci-Fi concepts into reality through AI advancements.
- The hosts express excitement about Sci-Fi concepts turning into reality due to advancements in generative AI.
- The possibility of an AI-generated video podcast is discussed as a cool future prospect.
![The podcast opens with discussions on the transition of Sci-Fi concepts into reality through AI advancements.](https://www.videogist.co/rails/active_storage/representations/redirect/eyJfcmFpbHMiOnsiZGF0YSI6MTQxNDQ4LCJwdXIiOiJibG9iX2lkIn19--dd52c5cc377721d4bbd55d87d482d46497fdefc0/eyJfcmFpbHMiOnsiZGF0YSI6eyJmb3JtYXQiOiJqcGciLCJyZXNpemVfdG9fbGltaXQiOls3MjAsbnVsbF19LCJwdXIiOiJ2YXJpYXRpb24ifX0=--c9426325207613fdd890ee7713353fad711030c7/8266_21.jpg)
Chapter 2
![Exploration of generative AI's capabilities and the foundation models behind them.](https://www.videogist.co/rails/active_storage/representations/redirect/eyJfcmFpbHMiOnsiZGF0YSI6MTQxNDUwLCJwdXIiOiJibG9iX2lkIn19--1b382ca11ed96676098ad7d1a87371a5d69da15d/eyJfcmFpbHMiOnsiZGF0YSI6eyJmb3JtYXQiOiJqcGciLCJyZXNpemVfdG9fbGltaXQiOls3MjAsbnVsbF19LCJwdXIiOiJ2YXJpYXRpb24ifX0=--c9426325207613fdd890ee7713353fad711030c7/8266_56.jpg)
Exploration of generative AI's capabilities and the foundation models behind them.
- Generative AI advancements such as GPT-4 and Mid Journey for image generation are mentioned.
- The discussion transitions into Sora, a tool for video generation, and the hosts plan to review clips created just for the podcast.
![Exploration of generative AI's capabilities and the foundation models behind them.](https://www.videogist.co/rails/active_storage/representations/redirect/eyJfcmFpbHMiOnsiZGF0YSI6MTQxNDUwLCJwdXIiOiJibG9iX2lkIn19--1b382ca11ed96676098ad7d1a87371a5d69da15d/eyJfcmFpbHMiOnsiZGF0YSI6eyJmb3JtYXQiOiJqcGciLCJyZXNpemVfdG9fbGltaXQiOls3MjAsbnVsbF19LCJwdXIiOiJ2YXJpYXRpb24ifX0=--c9426325207613fdd890ee7713353fad711030c7/8266_56.jpg)
Chapter 3
![Review of Sora's AI-generated video clips and analysis of their accuracy and realism.](https://www.videogist.co/rails/active_storage/representations/redirect/eyJfcmFpbHMiOnsiZGF0YSI6MTQxNDUyLCJwdXIiOiJibG9iX2lkIn19--9b43ffec48f83acce577a74ce67e09541d8acce3/eyJfcmFpbHMiOnsiZGF0YSI6eyJmb3JtYXQiOiJqcGciLCJyZXNpemVfdG9fbGltaXQiOls3MjAsbnVsbF19LCJwdXIiOiJ2YXJpYXRpb24ifX0=--c9426325207613fdd890ee7713353fad711030c7/8266_140.jpg)
Review of Sora's AI-generated video clips and analysis of their accuracy and realism.
- A demonstration of Sora's capabilities, with a generated video of a humanoid robot walking a dog, highlights its realistic lip-syncing and physical movements.
- Despite imperfections, Sora's advancements in simulating physics and maintaining visual consistency are notable.
![Review of Sora's AI-generated video clips and analysis of their accuracy and realism.](https://www.videogist.co/rails/active_storage/representations/redirect/eyJfcmFpbHMiOnsiZGF0YSI6MTQxNDUyLCJwdXIiOiJibG9iX2lkIn19--9b43ffec48f83acce577a74ce67e09541d8acce3/eyJfcmFpbHMiOnsiZGF0YSI6eyJmb3JtYXQiOiJqcGciLCJyZXNpemVfdG9fbGltaXQiOls3MjAsbnVsbF19LCJwdXIiOiJ2YXJpYXRpb24ifX0=--c9426325207613fdd890ee7713353fad711030c7/8266_140.jpg)
Chapter 4
![Discussion on how Y Combinator startups build foundation models with limited budgets.](https://www.videogist.co/rails/active_storage/representations/redirect/eyJfcmFpbHMiOnsiZGF0YSI6MTQxNDU0LCJwdXIiOiJibG9iX2lkIn19--d9bfc50d4059f0fdaf856905b17acdf527f64cfb/eyJfcmFpbHMiOnsiZGF0YSI6eyJmb3JtYXQiOiJqcGciLCJyZXNpemVfdG9fbGltaXQiOls3MjAsbnVsbF19LCJwdXIiOiJ2YXJpYXRpb24ifX0=--c9426325207613fdd890ee7713353fad711030c7/8266_463.jpg)
Discussion on how Y Combinator startups build foundation models with limited budgets.
- Startups in Y Combinator are able to create foundation models similar to those of well-funded companies, with much less financial resources.
- The hosts emphasize that with Y Combinator's support, companies can access computational resources and expertise to build innovative AI models.
![Discussion on how Y Combinator startups build foundation models with limited budgets.](https://www.videogist.co/rails/active_storage/representations/redirect/eyJfcmFpbHMiOnsiZGF0YSI6MTQxNDU0LCJwdXIiOiJibG9iX2lkIn19--d9bfc50d4059f0fdaf856905b17acdf527f64cfb/eyJfcmFpbHMiOnsiZGF0YSI6eyJmb3JtYXQiOiJqcGciLCJyZXNpemVfdG9fbGltaXQiOls3MjAsbnVsbF19LCJwdXIiOiJ2YXJpYXRpb24ifX0=--c9426325207613fdd890ee7713353fad711030c7/8266_463.jpg)
Chapter 5
![Demonstrations of AI applications from Infinity AI and Synlab show the advancement of deepfake and lip-syncing technologies.](https://www.videogist.co/rails/active_storage/representations/redirect/eyJfcmFpbHMiOnsiZGF0YSI6MTQxNDU2LCJwdXIiOiJibG9iX2lkIn19--39feb42b584ac85646e19e8f36e16e58d8190391/eyJfcmFpbHMiOnsiZGF0YSI6eyJmb3JtYXQiOiJqcGciLCJyZXNpemVfdG9fbGltaXQiOls3MjAsbnVsbF19LCJwdXIiOiJ2YXJpYXRpb24ifX0=--c9426325207613fdd890ee7713353fad711030c7/8266_752.jpg)
Demonstrations of AI applications from Infinity AI and Synlab show the advancement of deepfake and lip-syncing technologies.
- Infinity AI creates deepfake videos, like an AI replica of Elon Musk, using minimal data.
- Synlab offers a real-time lip-syncing API, trained on a single A100 GPU, showcasing impressive accuracy with limited resources.
![Demonstrations of AI applications from Infinity AI and Synlab show the advancement of deepfake and lip-syncing technologies.](https://www.videogist.co/rails/active_storage/representations/redirect/eyJfcmFpbHMiOnsiZGF0YSI6MTQxNDU2LCJwdXIiOiJibG9iX2lkIn19--39feb42b584ac85646e19e8f36e16e58d8190391/eyJfcmFpbHMiOnsiZGF0YSI6eyJmb3JtYXQiOiJqcGciLCJyZXNpemVfdG9fbGltaXQiOls3MjAsbnVsbF19LCJwdXIiOiJ2YXJpYXRpb24ifX0=--c9426325207613fdd890ee7713353fad711030c7/8266_752.jpg)
Chapter 6
![Sonado's AI-generated song model is introduced, capable of creating music with specified lyrics and artists.](https://www.videogist.co/rails/active_storage/representations/redirect/eyJfcmFpbHMiOnsiZGF0YSI6MTQxNDU4LCJwdXIiOiJibG9iX2lkIn19--8697c795930e9717542e113eee16db1c555cc4d4/eyJfcmFpbHMiOnsiZGF0YSI6eyJmb3JtYXQiOiJqcGciLCJyZXNpemVfdG9fbGltaXQiOls3MjAsbnVsbF19LCJwdXIiOiJ2YXJpYXRpb24ifX0=--c9426325207613fdd890ee7713353fad711030c7/8266_842.jpg)
Sonado's AI-generated song model is introduced, capable of creating music with specified lyrics and artists.
- Sonado's text to song AI model can produce songs with given lyrics in the voice of chosen artists.
- The founders are young, showing that expertise is not a prerequisite for success in the AI field.
![Sonado's AI-generated song model is introduced, capable of creating music with specified lyrics and artists.](https://www.videogist.co/rails/active_storage/representations/redirect/eyJfcmFpbHMiOnsiZGF0YSI6MTQxNDU4LCJwdXIiOiJibG9iX2lkIn19--8697c795930e9717542e113eee16db1c555cc4d4/eyJfcmFpbHMiOnsiZGF0YSI6eyJmb3JtYXQiOiJqcGciLCJyZXNpemVfdG9fbGltaXQiOls3MjAsbnVsbF19LCJwdXIiOiJ2YXJpYXRpb24ifX0=--c9426325207613fdd890ee7713353fad711030c7/8266_842.jpg)
Chapter 7
![Metalware and Guab's innovative AI models are showcased, highlighting their unique applications.](https://www.videogist.co/rails/active_storage/representations/redirect/eyJfcmFpbHMiOnsiZGF0YSI6MTQxNDYwLCJwdXIiOiJibG9iX2lkIn19--779e52dda81b19b437c257004305ff886d9a4a82/eyJfcmFpbHMiOnsiZGF0YSI6eyJmb3JtYXQiOiJqcGciLCJyZXNpemVfdG9fbGltaXQiOls3MjAsbnVsbF19LCJwdXIiOiJ2YXJpYXRpb24ifX0=--c9426325207613fdd890ee7713353fad711030c7/8266_963.jpg)
Metalware and Guab's innovative AI models are showcased, highlighting their unique applications.
- Metalware's co-pilot for hardware design and Guab's explainable foundation model demonstrate the versatility of AI applications.
- These companies achieved significant results by targeting specific tasks and optimizing data quality.
![Metalware and Guab's innovative AI models are showcased, highlighting their unique applications.](https://www.videogist.co/rails/active_storage/representations/redirect/eyJfcmFpbHMiOnsiZGF0YSI6MTQxNDYwLCJwdXIiOiJibG9iX2lkIn19--779e52dda81b19b437c257004305ff886d9a4a82/eyJfcmFpbHMiOnsiZGF0YSI6eyJmb3JtYXQiOiJqcGciLCJyZXNpemVfdG9fbGltaXQiOls3MjAsbnVsbF19LCJwdXIiOiJ2YXJpYXRpb24ifX0=--c9426325207613fdd890ee7713353fad711030c7/8266_963.jpg)
Chapter 8
![The conversation focuses on how individuals and companies can enter the AI field through self-taught expertise and strategic resource use.](https://www.videogist.co/rails/active_storage/representations/redirect/eyJfcmFpbHMiOnsiZGF0YSI6MTQxNDYyLCJwdXIiOiJibG9iX2lkIn19--79fc1a43f1be7321bed18a53d05a2203b231b929/eyJfcmFpbHMiOnsiZGF0YSI6eyJmb3JtYXQiOiJqcGciLCJyZXNpemVfdG9fbGltaXQiOls3MjAsbnVsbF19LCJwdXIiOiJ2YXJpYXRpb24ifX0=--c9426325207613fdd890ee7713353fad711030c7/8266_1315.jpg)
The conversation focuses on how individuals and companies can enter the AI field through self-taught expertise and strategic resource use.
- The hosts discuss how companies and individuals can successfully enter the AI space by self-teaching and being resourceful.
- Examples of successful AI applications by startups in various fields are given to illustrate this point.
![The conversation focuses on how individuals and companies can enter the AI field through self-taught expertise and strategic resource use.](https://www.videogist.co/rails/active_storage/representations/redirect/eyJfcmFpbHMiOnsiZGF0YSI6MTQxNDYyLCJwdXIiOiJibG9iX2lkIn19--79fc1a43f1be7321bed18a53d05a2203b231b929/eyJfcmFpbHMiOnsiZGF0YSI6eyJmb3JtYXQiOiJqcGciLCJyZXNpemVfdG9fbGltaXQiOls3MjAsbnVsbF19LCJwdXIiOiJ2YXJpYXRpb24ifX0=--c9426325207613fdd890ee7713353fad711030c7/8266_1315.jpg)
Chapter 9
![The podcast concludes with a message on the vast opportunities in AI and encouragement for new entrants to the field.](https://www.videogist.co/rails/active_storage/representations/redirect/eyJfcmFpbHMiOnsiZGF0YSI6MTQxNDY0LCJwdXIiOiJibG9iX2lkIn19--c647dad16e4d46cffcf823b93b0951699d800741/eyJfcmFpbHMiOnsiZGF0YSI6eyJmb3JtYXQiOiJqcGciLCJyZXNpemVfdG9fbGltaXQiOls3MjAsbnVsbF19LCJwdXIiOiJ2YXJpYXRpb24ifX0=--c9426325207613fdd890ee7713353fad711030c7/8266_1821.jpg)
The podcast concludes with a message on the vast opportunities in AI and encouragement for new entrants to the field.
- The hosts encourage listeners to consider the vast opportunities within AI and not to be discouraged by the success of large companies.
- They emphasize that new entrants can make significant contributions and potentially compete with industry leaders.
![The podcast concludes with a message on the vast opportunities in AI and encouragement for new entrants to the field.](https://www.videogist.co/rails/active_storage/representations/redirect/eyJfcmFpbHMiOnsiZGF0YSI6MTQxNDY0LCJwdXIiOiJibG9iX2lkIn19--c647dad16e4d46cffcf823b93b0951699d800741/eyJfcmFpbHMiOnsiZGF0YSI6eyJmb3JtYXQiOiJqcGciLCJyZXNpemVfdG9fbGltaXQiOls3MjAsbnVsbF19LCJwdXIiOiJ2YXJpYXRpb24ifX0=--c9426325207613fdd890ee7713353fad711030c7/8266_1821.jpg)
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