

Ep 43: CEO/Co-Founder of Contextual AI Douwe Kiela Reaction to o1, What’s Next in Reasoning and Innovations in Post-Training
55 snips Sep 18, 2024
Douwe Kiela, CEO of Contextual AI and former head of research at Hugging Face, shares his insights into the future of AI and the evolution of retrieval-augmented generation. He discusses the balance between model complexity and latency in enterprise deployments, emphasizing a systems-based approach. Douwe highlights the importance of collaboration between academia and industry and addresses the challenges of building contextual models. The dialogue touches on innovations in reinforcement learning and the potential of personalized AI experiences for various industries.
AI Snips
Chapters
Books
Transcript
Episode notes
O1 Model's Systems Approach
- OpenAI's O1 model emphasizes systems thinking over just model improvement.
- It integrates chain-of-thought reasoning and retrieval-augmented generation (RAG).
Latency and AI Deployments
- Test-time compute in AI models introduces latency constraints.
- Balancing thinking time with deployment needs involves trade-offs.
Contextual AI's Origin and Vision
- Contextual AI was founded to address enterprise AI limitations.
- They prioritize specialized systems over generalist AI models for specific needs.