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Vanishing Gradients

Episode 28: Beyond Supervised Learning: The Rise of In-Context Learning with LLMs

Jun 9, 2024
Alan Nichol, Co-founder and CTO of Rasa, shares insights on using LLMs in chatbots, the evolution of conversational AI, and the challenges of supervised learning. He emphasizes the importance of balancing traditional techniques with new advancements. The podcast also includes a live demo of Rasa's CALM system, showcasing the separation of business logic from language models for reliable conversational flow execution.
01:05:38

Episode guests

Podcast summary created with Snipd AI

Quick takeaways

  • Implementing LLMs in chatbots necessitates balancing autonomy with business logic for secure actions like money transfers.
  • Understanding the historical progression of conversational AI aids in effective LLM integration for future chatbot development.

Deep dives

Challenges of Using Large Language Models in Conversational AI

Incorporating LLMs into chatbots raises questions on whether to trust a single large LLM like GPT or secure its actions within distinct business logic. The episode explores how to effectively implement LLMs in chatbots for actions like secure money transfers.

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