Nextjs

Candidate discovery demo In this post will be litle bit technical. continuing what i already created that talk with pdf (RAG). combining this nextjs from bolt.new chat with ollama and langchain for talking with pdf files we will slightly re-architec the app user flow design. before, we use FAISS to store our vector. i am afraid it cannot scale (do not know how to scale). so in search of vector databases. i encounter with bunch of option there is pgai (that really take my interest) still in beta, but also qdrant that already have their enterpise option. ...

Give PDF and talk about it using lanchain to perform RAG using Ollama embedings and FAISS vectorstore yeah maybe many tools already provide this kind of feature, But this is different, this is about knowing behind the scene. what actually they do to the pdf files? what actually we do to the text in it? and how the LLM is know what context they need?. first thing first what is RAG? RAG is Retrieval Augmented Generation ...

Ollama Chat From Browser Using Nextjs This writing will be so small. it should be a step by step on creating nextjs app that will communicate with local ollama. the model that i use is mistral its the fastest now running in my local. but instead starting from scrath, lets asking help to bolt.new to create interface that will communicate with our ollama server in local. there is a reason why i learn this. i want to do …. lets wait for another post 😄 ...