This article is intended for developers using LangChain or LangGraph who run their projects on a remote server and want to access them through LangSmith Studio without setting up a local development environment.

When working in teams or using server-side resources (such as local LLMs), acc...

Recently, I passed a job interview where we discussed a practical use case related to intelligent document processing and automation. In this blog series, I’ll attempt to implement key parts of that use case to evaluate how well I can design such a system and integrate the relevant tools and softwar...

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...