Dear friends, An increasing variety of large language models (LLMs) are open source, or close to it. The proliferation of models with relatively permissive licenses gives developers more options for building applications. Here are some different ways to build applications based on LLMs, in increasing order of cost/complexity: Prompting. Giving a pretrained LLM instructions lets you build a prototy
![GPU Shortage, Affordable Robodog, Humanizing Large Language Models, and more](https://cdn-ak-scissors.b.st-hatena.com/image/square/0b6e124b5ca45e54d5b5093765ad03ca18954b3e/height=288;version=1;width=512/https%3A%2F%2Fdl-staging-website.ghost.io%2Fcontent%2Fimages%2F2023%2F08%2Funnamed--45-.png)