今天讲大模型，它的核心是scaling law（尺度定律），当llya Sutskever（OpenAI联合创始人、首席科学家伊尔亚·苏茨克维）比别人看得远的就是scaling law。 其实美国第一阶段和第二阶段中插了一个阶段，就是To B的软件公司，所有做SaaS的公司都在努力用大模型来提高软件能力，所以在ToB SaaS上，在productivity（生产力）这一块，这是美国优于中国的一个市场，这块已经有很多投入了。

#installation-with-pip-install Directly install from https://pypi.org/project/promplate/: pip install promplate[openai] We are using OpenAI just for demonstration. All the code below should run “as is”, which means you can copy and paste them in your terminal and it will work fine. >>> from promplate.llm.openai import ChatComplete # this simply wraps OpenAI's SDK >>> complete = ChatComplete(api_key="...") [...] >>> import time >>> from promplate import Template >>> greet = Template("Greet me. [...] You can initialize a Task with a string like initiating a Template: >>> from promplate import Node >>> greet = Node("Greet me.

FreeAskInternet is a completely free, private and locally running search aggregator & answer generate using LLM, without GPU needed. The user can ask a question and the system will make a multi engine search and combine the search result to the ChatGPT3.5 LLM and generate the answer based on search results.

Resources

An Open-Source Assistants API and GPTs alternative. Dify.AI is an LLM application development platform. It integrates the concepts of Backend as a Service and LLMOps, covering the core tech stack required for building generative AI-native applications, including a built-in RAG engine.

Dify 是一个 LLM 应用开发平台，已经有超过 10 万个应用基于 Dify.AI 构建。它融合了 Backend as Service 和 LLMOps 的理念，涵盖了构建生成式 AI 原生应用所需的核心技术栈，包括一个内置 RAG 引擎。使用 Dify，你可以基于任何模型自部署类似 Assistants API 和 GPTs 的能力。

https://i1.wp.com/a16z.com/wp-content/uploads/2023/05/stacks_of_books_and_GPU.png?ssl=1Source: Midjourney Research in artificial intelligence is increasing at an exponential rate. [...] https://jalammar.github.io/illustrated-stable-diffusion/: Introduction to latent diffusion models, the most common type of generative AI model for images. [...] New models https://arxiv.org/abs/1706.03762 (2017): The original transformer work and research paper from Google Brain that started it all. [...] Code generation https://arxiv.org/abs/2107.03374 (2021): This is OpenAI’s research paper for Codex, the code-generation model behind the GitHub Copilot product.