Live Code Review - Pinecone Vercel Starter Template and Retrieval Augmented Generation

Live Code Review - Pinecone Vercel Starter Template and Retrieval Augmented Generation

Pinecone via YouTube Direct link

0:00 - What is a Vercel template?

1 of 17

1 of 17

0:00 - What is a Vercel template?

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Live Code Review - Pinecone Vercel Starter Template and Retrieval Augmented Generation

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  1. 1 0:00 - What is a Vercel template?
  2. 2 1:18 - How to find the template
  3. 3 1:51 - What is hallucination?
  4. 4 2:56 - Example of hallucination in a Generative AI application
  5. 5 5:18 - What is Retrieval Augmented Generation? Diagram
  6. 6 10:17 - How you can modify and deploy this template yourself
  7. 7 Start of the live stream recording
  8. 8 12:04 - Reading TypeScript signatures
  9. 9 14:20 - OpenAIStream responses
  10. 10 15:55 - What are embeddings? How do we get them?
  11. 11 19:55 - Initializing the Pinecone client API key & environment
  12. 12 21:29 - Getting matches from Pinecone vector database
  13. 13 23:02 - The getContext method and how it works / Metadata
  14. 14 26:48 - Converting the user's query into embeddings
  15. 15 27:40 - Summarizing what we have built so far
  16. 16 28:59 - The Crawler component - how it works - HTML semantics
  17. 17 33:26 - Zack presses Roie on how this Crawler was REALLY built :

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