AIs: LangGraph, LangChain, Ollama

AIs: LangGraph, LangChain, Ollama


   LangGraph is the orchestration harness for LangChain agents.

   Ollama is an open-source tool and framework designed to run, manage, and orchestrate various LLMs locally.  Ollama allows you to download and run dozens of different open-weight LLMs, including Meta's Llama, Alibaba's Qwen, Google's Gemma, and Microsoft's Phi. Ollama requires LLMs to be quantized into the GGUF format (the format used by llama.cpp) and configured with a Modelfile. Ollama does not fine-tune LLMs.

  LLMs - usually in safeTensor or .gguf file format.  The .gguf file format is for local use.

  Fine-Tuning => LLaMA-Factory is currently the most popular tool for local fine-tuning, because it provides a complete Web UI. You do not need to write any code to use it. It supports exporting trained models directly into the GGUF format needed for Ollama.


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