How to supercharge RAG applications? With Generative Feedback Loops: feed data from a database to your LLM, store the outputs back into the database with a vector embedding! Then, search through the generated data in near real-time for future applications.
In this video, we explain RAG, Generative Feedback Loops, give examples of applications that require them, and show you how to implement them with @Weaviate .
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Outline:
00:00 Generative Feedback Loops Motivation
01:32 RAG explained
03:21 Generative Feedback Loops
05:09 Concrete example with Weaviate code
08:30 DSPy: More Applications of Generative Feedback Loops
10:22 Conclusion, Weaviate Sponsor
Thanks to our Patrons who support us in Tier 2, 3, 4: 🙏
Dres. Trost GbR, Siltax, Vignesh Valliappan, Michael, Sunny Dhiana, Andy Ma
Resources:
📺 Vector Search and Vector Databases explained: • How modern search engi...
📑 Generative Feedback Loops with LLMs for Vector Databases: weaviate.io/blog/generative-f...
💻 Code used in the video: github.com/weaviate/recipes/b...
📑 Hurricane: Writing Blog Posts with Generative Feedback Loops weaviate.io/blog/hurricane-ge...
🕊️ What DSPy can do: / 1788241002035388917
DSPy paper: Khattab, Omar, Arnav Singhvi, Paridhi Maheshwari, Zhiyuan Zhang, Keshav Santhanam, Sri Vardhamanan, Saiful Haq et al. "Dspy: Compiling declarative language model calls into self-improving pipelines." arXiv preprint arXiv:2310.03714 (2023). arxiv.org/abs/2310.03714
📺 Weaviate Demo - Retrieval Augmented Generation • Vector Search • Generative Feedback Loops: • Weaviate Demo - Retrie...
📺 Generative Feedback Loops with Bob van Luijt - Weaviate Podcast #45! • Generative Feedback Lo...
📺 Podcast summarization example (Connor): • Weaviate Podcast Searc...
📚 Collection of papers and code snippets for running Generative Feedback Loops with Weaviate github.com/weaviate/Generativ...
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Video editing: Nils Trost
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