Local LLM Memo
Table of contents Tool How to run LLM localy How to use LLM for personal research agent Create API Server Tool Ollama It can run with large language models (LLMs). Although each models has different interface, it has unified interface to use lcoal LLM, so you can run LLMs easily. LangChain LangChain is a composable framework to build with LLMs. Langchain LangGraph LangGraph is the orchestration framework for controllable agentic workflows. It defines state and create complex workflow. Duckdockgo-search This is a search engine that protects user privacy. DuckdockGo How to run LLM locally I used Ollama to run LLMs locally. Download Ollama Download Ollama from the official website. Ollama Install Install Ollama following the installer. Download LLM Download the LLM you want to download. ollama pull Run LLM Run the LLM ollama run How to use LLM for personal research agent I referred the below technical article. How to build a Interactive Personal AI Research Agent with Llama 3.2 : A Step-by-Step Guide using LangChain and Ollama Create API Server I built API server using render and Flask.

Table of contents
- Tool
- How to run LLM localy
- How to use LLM for personal research agent
- Create API Server
Tool
Ollama
It can run with large language models (LLMs).
Although each models has different interface, it has unified interface to use lcoal LLM, so you can run LLMs easily.
LangChain
LangChain is a composable framework to build with LLMs.
Langchain
LangGraph
LangGraph is the orchestration framework for controllable agentic workflows.
It defines state and create complex workflow.
Duckdockgo-search
This is a search engine that protects user privacy.
How to run LLM locally
I used Ollama to run LLMs locally.
Download Ollama
Download Ollama from the official website.
Ollama
Install
Install Ollama following the installer.
Download LLM
Download the LLM you want to download.
ollama pull
Run LLM
Run the LLM
ollama run
How to use LLM for personal research agent
I referred the below technical article.
How to build a Interactive Personal AI Research Agent with Llama 3.2 : A Step-by-Step Guide using LangChain and Ollama
Create API Server
I built API server using render and Flask.