The Embedding Revolution

Anton on Chroma, Stable Attribution, and future of AI

March, 2, 2023

E5: The Embedding Revolution: Anton Troynikov on Chroma, Stable Attribution, and future of AI of "The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis in Listen Notes Podcast Database

"The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis

E5: The Embedding Revolution: Anton Troynikov on Chroma, Stable Attribution, and future of AI

Anton Troynikov, the founder of Chroma and Stable Attribution, discusses embeddings, the trade-offs and optimizations involved with working with embeddings at scale, the "Stable Attribution" project, and the big picture of recent AI developments.

Timestamps

• (0:00) Preview
• (1:17) Sponsor
• (4:00) Anton breaks down the advantages of vector databases
• (4:45) How embeddings have created an AI-native way to represent data
• (11:50) Anton identifies the watershed moment and step changes in AI
• (12:55) Open AI’s pricing
• (18:50) How chroma works
• (33:04) Stable Attribution and systematic bias
• (36:48) How latent diffusion models work
• (51:26) How AI is like the early days of aviation
• (56:01) How Disney inspired the release of Stable Attribution
• (59:53) Why noise can lead to generalization
• (1:01:04) Nathan’s KPI for The Cognitive Revolution
• (1:01:59) Other use cases for embedding
• (1:03:19) Anton touches on the applications for biotech
• (1:04:35) Anton on doomerism hysteria and what actually worries him
• (1:11:43) Nathan sums up a plausible doomer scenario
• (1:20:17) What AI tools does Anton use and why?
• (1:22:55) Anton’s hopes