Popular GitHub Repositories for Engineering Prototype

Dify is an open-source LLM app development platform. Dify's intuitive interface combines AI workflow, RAG pipeline, agent capabilities, model management, observability features and more, letting you quickly go from prototype to production.

21 Lessons, Get Started Building with Generative AI ? https://microsoft.github.io/generative-ai-for-beginners/

? Guides, papers, lecture, notebooks and resources for prompt engineering

? Toolkit to help you get started with Spec-Driven Development

Learn how to design, develop, deploy and iterate on production-grade ML applications.

? Papers & tech blogs by companies sharing their work on data science & machine learning in production.

This repository is primarily maintained by Omar Santos (@santosomar) and includes thousands of resources related to ethical hacking, bug bounties, digital forensics and incident response (DFIR), artificial intelligence security, vulnerability research, exploit development, reverse engineering, and more.

? Open source LLM engineering platform: LLM Observability, metrics, evals, prompt management, playground, datasets. Integrates with OpenTelemetry, Langchain, OpenAI SDK, LiteLLM, and more. ?YC W23

Turns Data and AI algorithms into production-ready web applications in no time.

What are the principles we can use to build LLM-powered software that is actually good enough to put in the hands of production customers?

Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.

Machine Learning Engineering Open Book

An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.

Community-contributed instructions, prompts, and configurations to help you make the most of GitHub Copilot.

A curated list of references for MLOps

Structured Text Generation

所有系统提示都需透明公开

ChatGPT 中文指南?，ChatGPT 中文调教指南，指令指南，应用开发指南，精选资源清单，更好的使用 chatGPT 让你的生产力 up up up! ?

LangGPT: Empowering everyone to become a prompt expert!? Structured Prompt，Language of GPT, 结构化提示词，结构化Prompt

Build high-quality LLM apps - from prototyping, testing to production deployment and monitoring.