Clara sits down with the founder/CEOs of three of the hottest AI companies-- Aravind Srinivas (Perplexity AI), Jerry Liu (LlamaIndex), and Harrison Chase (LangChain) to discuss the tooling, data prep, and agility needed to operate and add customer value in the rapidly evolving LLM space. Everyone seems to be rushing into AI and asking questions later. We’ll give you the info you need to get this right: https://sforce.co/4486KzY #Salesforce #AskMoreofAI Chapters: 0:00 Introduction 0:50 Perplexity AI overview with Aravind Srinivas 4:23 LangChain overview with Harrison Chase 6:23 LIamaIndex overview with Jerry Liu 7:55 When do you use Retrieval-Augmented Generation (RAG) versus fine-tuning? 9:22 Aravind's background in artificial intelligence (AI) 11:40 How do you manage ever-changing models with your tools? 13:40 Value of open source projects 14:44 Will any of you build your models in the future? 16:45 Advantages of post-training ‌models 18:18 Disadvantages of post-training 19:49 How Perplexity AI tracks evals 20:30 Thoughts on few-shot prompting 23:10 What trends are you seeing with developers? 26:07 Techniques for using RAG workflows 28:00 Where should developers start with RAG pipelines? 33:00 Do developers use AI copilots? 36:55 How do we educate everyone on AI? 39:22 What are your predictions for AI in the next year? 44:27 How do we educate the next generation to succeed in an AI era? 49:22 Three takeaways from Clara Shih Subscribe to Salesforce’s YouTube Channel: http://bit.ly/SalesforceSubscribe Learn more about Salesforce: https://www.salesforce.com/ Facebook: https://www.facebook.com/salesforce Twitter: https://www.twitter.com/salesforce Instagram: https://www.instagram.com/salesforce LinkedIn: https://www.linkedin.com/company/salesforce About Salesforce: Salesforce is the #1 AI CRM, helping companies connect with customers in a whole new way. Our product portfolio, Einstein 1, brings #1 CRM apps together with trusted AI and data on one integrated platform so companies can grow relationships, productivity, and their bottom line – all at the same time in our new era of artificial intelligence. Salesforce is proud to be the market leader, but we’re even more proud to lead in philanthropy, innovation and culture. Guided by core values of trust, customer success, innovation, equality and sustainability, Salesforce is more than a business — we’re a platform for change.