Building a Toy Project with LlamaIndex, Next.js, and Ollama

In one of my previous blog posts, I introduced LlamaIndex—a powerful framework for building LLM applications. In this post, I’d like to take it a step further by creating a toy project using a Next.js backend paired with the Olla...

Requirements:

pip install langgraph langchain_ollama 

Here is the complete code for building a chatbot that uses Ollama as its provider:

from typing import Annotated
from typing_extensions import TypedDict
from langgraph.graph import StateGraph, START, END
from langgraph.graph.message import a...

Alibaba has launched the QwQ-32B-Preview, a cutting-edge AI model designed to enhance logical reasoning and problem-solving skills.

I recently tested the QwQ model on Ollama, and it's the first notable alternative to OpenAI's O1. The results are quite promising:

calculate 10+10

So I have this...