AI-Compass is a comprehensive, structured open-source ecosystem designed to guide individuals through the rapidly evolving landscape of Artificial Intelligence. It serves as a navigational tool for both AI novices and experienced developers, offering curated learning paths, practical engineering guides, and insights into core AI technologies, from foundational concepts to cutting-edge applications. The project aims to accelerate learning and practical implementation by systematically organizing a vast array of AI knowledge and resources.

How It Works

AI-Compass organizes AI knowledge into six core modules: Foundational Knowledge, Technical Frameworks, Application Practices, Products & Tools, Enterprise Open Source, and Community & Platforms. This modular structure facilitates systematic learning across diverse AI domains, including Large Language Models (LLMs), Multimodal AI, Retrieval-Augmented Generation (RAG), and Agents. The project emphasizes practical engineering aspects, covering model training, inference, deployment, and productization, providing a holistic view from theory to real-world application.

Quick Start & Requirements

This repository functions as a curated knowledge base and resource aggregator rather than a deployable software project. It provides internal search capabilities and a file directory structure for navigating its extensive content. No specific installation commands or prerequisites are listed for running the project itself.

Highlighted Details

• Broad AI Domain Coverage: Encompasses LLMs, Multimodal AI, RAG, Agents, Computer Vision, NLP, Recommender Systems, Reinforcement Learning, and more.
• In-depth Technical Frameworks: Details Embedding models, LLM training and inference frameworks, evaluation frameworks, and RLHF techniques.
• Practical Application Modules: Features extensive guides on Model Control Protocol (MCP)+Agent-to-Agent (A2A) communication, RAG+workflows, Agent development, DeepSearch, GraphRAG, NLP2SQL, and popular AI frameworks.
• Resource Integration: Curates resources from leading enterprises (Huawei, Tencent, Alibaba) and community platforms, alongside weekly highlights of AI advancements.

Maintenance & Community

The project actively fosters community engagement through a WeChat official account ("汀丶人工智能") for news and insights, and a "Knowledge Planet" offering exclusive content, expert Q&A, and community interaction.

Licensing & Compatibility

The provided README content does not specify a software license. Users should exercise caution regarding the usage and distribution of the curated resources.

Limitations & Caveats

As a comprehensive resource repository, AI-Compass does not offer a direct executable or installation process. Users are expected to navigate and utilize the linked external resources independently. The lack of an explicit license may pose compatibility concerns for certain use cases.