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    retrieval augmented generation

    Explore " retrieval augmented generation" with insightful episodes like "The framework helping devs build LLM apps" and "Are long context windows the end of RAG?" from podcasts like ""The Stack Overflow Podcast" and "The Stack Overflow Podcast"" and more!

    Episodes (2)

    The framework helping devs build LLM apps

    The framework helping devs build LLM apps

    LlamaIndex is a data framework for building LLM applications. Check out the open-source framework or get started with the developer community, LlamaHub.

    Looking for a deeper understanding of RAG? Start with our guide.

    Wondering how to import `SimpleDirectoryReader` from LlamaIndex? This question has you covered.

    Jerry Chen is a partner at Greylock. Connect with him on LinkedIn.

    Read Jerry Lu’s posts on the LlamaIndex blog or connect with him on LinkedIn.

    Are long context windows the end of RAG?

    Are long context windows the end of RAG?

    DBRX, an open, general-purpose LLM created by Databricks, reportedly outperforms GPT-3.5 and is competitive with Gemini 1.0 Pro.

    Recent research found that large, complex LLMs use a simple mechanism to retrieve stored knowledge in response to a user prompt. These mechanisms can help researchers reveal what the model knows and potentially even correct false information it has stored.

    FTX co-founder Sam Bankman-Fried, whose downfall began in late 2022, was sentenced last week to 25 years in prison for conspiracy and fraud. 

    Find Michael on LinkedIn.

    Find Cassidy on her website.

    Stack Overflow user Bucket received a well-deserved Lifeboat badge for rescuing How to calculate decimal(x, y) max value in SQL Server from an ocean of ignorance.

    Chapters (please note that these timestamps may not be exact): 

    00:00 Introduction and White Paper Discussion

    02:01 Long Context Windows and Retrieval Augmented Generation

    05:56 Models' Ability to Recall Relevant Information

    07:18 Models' Creativity and Thinking Outside the Box

    09:41 Advantages and Limitations of Models' Knowledge

    15:09 Databricks' Open Language Model

    22:25 Sam Bankman-Fried’s Sentence and the Effects on Crypto/Blockchain

    31:28 Closing Remarks and Lifeboat Badge