Supercharging RAG with Generative Feedback Loops from Weaviate

Описание: 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 .
Weaviate (Sponsor) 👉 https://weaviate.io/

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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 engines work – Vector da...  
📑 Generative Feedback Loops with LLMs for Vector Databases: https://weaviate.io/blog/generative-f...
💻 Code used in the video: https://github.com/weaviate/recipes/b...
📑 Hurricane: Writing Blog Posts with Generative Feedback Loops https://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). https://arxiv.org/abs/2310.03714
📺 Weaviate Demo – Retrieval Augmented Generation • Vector Search • Generative Feedback Loops:    • Weaviate Demo – Retrieval Augmented Genera...  
📺 Generative Feedback Loops with Bob van Luijt - Weaviate Podcast #45!    • Generative Feedback Loops with Bob van Lui...  
📺 Podcast summarization example (Connor):    • Weaviate Podcast Search meets Generative F...  
📚 Collection of papers and code snippets for running Generative Feedback Loops with Weaviate https://github.com/weaviate/Generativ...

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Video editing: Nils Trost
Music 🎵 : Cru – Yung Logos