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