Is This The Death Of RAG?
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Will AI replace actors, and is RAG already obsolete? In this episode of Call Me Data, David and Peter delve into the rise of Tilly, the AI-generated actress stirring up Hollywood, and Google's powerful new Gemini URL Context Tool.
They debate the future of Retrieval-Augmented Generation (RAG), explore how large context windows change everything, and expose the real cost and trade-offs behind fine-tuning vs RAG-based systems. If you're building with LLMs, this episode is a must-watch.
00:00 Introduction to AI and Tilly
09:23 Exploring Google's Gemini Tool
19:13 Understanding Retrieval-Augmented Generation (RAG)
26:19 The Limitations of RAG
29:14 Understanding Context Windows
34:08 Challenges of Chunking and Similarity Matching
37:35 The Role of Context in Reducing Hallucinations
43:20 RAG vs. Fine-Tuning: Weighing the Options
49:32 The Importance of Strategic Decision-Making
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