The Panoramic AI Knowledge Base
From the Transformer architecture to the evolution of Agent → Agentic Agent, the new SKILL.md paradigm,
AIGC multimodal generation, full-stack AI Coding, desktop AI workspaces, through 9 industries and 27+ real-world case studies and ROI analysis —
a one-stop, production-grade knowledge base for teams and employees shipping AI to market.
Twelve modules · End-to-end coverage of the AI commercialization stack
Whether you are a product manager, engineer, salesperson, or executive, you will find a learning path for your stage
AI Fundamentals
From perceptrons to Transformers. Includes a new 'Build a Mini Transformer' hands-on lab.
Agent Evolution
From LLMs to Tool-Use, to Agentic Agents. Includes a new 'Production-grade Agent with LangGraph' lab.
Agent Deep-Dive
MCP ecosystem / Advanced RAG / Multi-Agent / Agent Memory / Benchmarks / Tooling.
Agent Skills Special
The new 2025 H2 Agent paradigm. SKILL.md standard + progressive disclosure + cross-platform ecosystem (13+ tools supported).
AIGC Multimodal
Image / video / audio / 3D / digital humans. Covers 70+ tools including Midjourney, Sora, and Suno.
AI Coding Stack
IDE integrations, CLI agents, desktop coding agents. New: 'Vibe Coding end-to-end project'.
AI Native Workspace
2026 mainstream: desktop AI agents — Codex / Cowork / TRAE Work / WorkBuddy / Kimi Work, 30+ tools covered.
🆕 Industry Case Library
9 industries, 27+ real cases: finance / healthcare / legal / education / government / retail / manufacturing / gaming / e-commerce.
🆕 Commercialization & ROI
4 business models + 5 ROI formulas + 10 real ARR cases + sales playbooks + contract templates.
🆕 Data Compliance & AI Safety
Domestic and international regulations + 7 attack categories + 5 defense tools + 3 ready-to-use checklists.
Overseas Top Three
A head-to-head comparison of OpenAI Codex, Anthropic Claude, and Google Gemini Antigravity.
Top GitHub Projects
Hand-picked, most-starred, most production-ready AI open-source projects (100+ repos, with star counts).
行业数据 · 数字说明一切
This week's fastest-rising AI repos on GitHub
Real GitHub data, sorted by star count
One of the earliest autonomous Agent frameworks — uses GPT-4 to complete complex tasks on its own.
🔥 Anthropic's official Agent Skills repo. 16 official skills. Open standard released 2025-10.
🔥 The benchmark project for the Skills era — complex-task planner and decomposition engine, 27k devs watching.
Formerly OpenDevin. Open-source autonomous coding agent supporting multi-model and multi-step tasks.
Open-source LLM app development platform — workflow, RAG, and Agent in one stack.
VS Code autonomous coding agent. Read/write files, run commands. Claude-powered.
🔥 Community-curated Claude Skills collection. Composio Rube MCP integrates 1000+ apps.
Production-grade long-term memory layer for Agents. LLM-driven self-adapting memory.
Recommended paths for four roles
Start from the path that matches your role
Product Managers / Business Leads
- Understand AI fundamentals (2 hours)
- Master the Agent evolution logic (1 hour)
- Compare domestic and overseas models (1 hour)
- Pick the right workflow framework (1 hour)
- Build an MVP hands-on (2 hours)
Software Engineers
- Deep-dive into Transformer & training (3 hours)
- LangChain / LangGraph hands-on (4 hours)
- MCP protocol & advanced RAG (3 hours)
- Deployment & performance tuning (2 hours)
- Study the top GitHub projects (2 hours)
Sales / BD
- AI commercialization overview (1 hour)
- Model comparison (1 hour)
- Customer cases & playbooks (2 hours)
- Solution selector cheat-sheet (30 min)
Decision Makers
- AI industry landscape & trends (1 hour)
- Investment & ROI analysis (30 min)
- Benchmark cases (1 hour)
- Organization & team building (30 min)
Ready to systematically master AI?
From the deepest fundamentals to the bleeding edge of Agent deployment — the complete path is here.
Start learning →