Discover this podcast and so much more

Podcasts are free to enjoy without a subscription. We also offer ebooks, audiobooks, and so much more for just $11.99/month.

2861: Beyond Hallucinations: The Role of Retrieval-Augmented Generation (RAG) in Trustworthy AI

2861: Beyond Hallucinations: The Role of Retrieval-Augmented Generation (RAG) in Trustworthy AI

FromThe Tech Talks Daily Podcast


2861: Beyond Hallucinations: The Role of Retrieval-Augmented Generation (RAG) in Trustworthy AI

FromThe Tech Talks Daily Podcast

ratings:
Length:
34 minutes
Released:
Apr 12, 2024
Format:
Podcast episode

Description

Are AI hallucinations undermining trust in machine learning, and can Retrieval-Augmented Generation (RAG) offer a solution? As we invite Rahul Pradhan, VP of Product and Strategy at Couchbase, to our podcast, we delve into the fascinating yet challenging issue of AI hallucinations—situations where AI systems generate plausible but factually incorrect content. This phenomenon poses risks to AI's reliability and threatens its adoption across critical sectors like healthcare and legal industries, where precision is paramount. In this episode, Rahul will explain how these hallucinations occur in AI models that operate on probability, often simulating understanding without genuine comprehension. The consequences? A potential erosion of trust in automated systems is a barrier that is particularly significant in domains where the stakes are high, and errors can have profound implications. But fear not, there's a beacon of hope on the horizon—Retrieval-Augmented Generation (RAG).  Rahul will discuss how RAG integrates a retrieval component that pulls real-time, relevant data before generating responses, thereby grounding AI outputs in reality and significantly mitigating the risk of hallucinations. He will also show how Couchbase's innovative data management capabilities enable this technology by combining operational and training data to enhance accuracy and relevance. Moreover, Rahul will explore RAG's broader implications. From enhancing personalization in content generation to facilitating sophisticated decision-making across various industries, RAG stands out as a pivotal innovation in promoting more transparent, accountable, and responsible AI applications. Join us as we navigate the labyrinth of AI hallucinations and the transformative power of the Retrieval-Augmented Generation. How might this technology reshape the landscape of AI deployment across different sectors? After listening, we eagerly await your thoughts on whether RAG could be the key to building more trustworthy AI systems.  
Released:
Apr 12, 2024
Format:
Podcast episode

Titles in the series (100)

Fed up with tech hype and buzzwords? Looking for a tech podcast where you can learn and be inspired by real-world examples of how technology is transforming businesses and reshaping industries? Keep informed of the latest business and tech trends by listening to stories of other people in your field and how they are overcoming challenges with emerging technologies. Learn from the guest's actionable tips, and lessons learned to obtain greater clarity and how you can leverage technology. In this daily tech podcast, Neil interviews tech leaders, CEOs, entrepreneurs, futurists, technologists, thought leaders, celebrities. I have also teamed up with Citrix and its Citrix Ready partners to reveal how they are solving problems together while building the future of work. We discuss how tech trends such as AI, machine learning, 5G, IoT, AR, VR blockchain, crypto, and digital transformation strategies are already reshaping our world. Guests from every industry educate listeners through sharing their road to success, startup stories, and how technology transformed their business and life. Join me for a daily dose of optimism and motivation as I prove that technology really does work best when it brings people together.