Roadmaps

From Foundations to Production AI.

AI isn’t learned in a day, but it can be mastered through structure. That’s why we built this page: to turn a busy feed into a clear roadmap.

Whether you’re looking to build a second brain, understand the foundations of AI agents, or architect enterprise-grade systems, you can find your starting point here without digging through the archives.

We’ve organized our content into three categories so you can explore at your own pace:

By Level: Beginner, Intermediate, Advanced.
By Collections: Foundations, Case Studies, Projects.
By Series: End-to-End Roadmaps.

Level

Beginner | Intermediate | Advanced

Collections

Foundations: Master the first principles and mental models.

Case Studies: Deep dives into real-world architectures and systems.

Projects: Hands-on implementations where we turn theory into working AI apps.

Series

AI Agents Foundations: A framework-free, first-principles roadmap to learn building AI agents from scratch, covering everything from tools to planning and memory.
Designing Enterprise MCP Systems: A practical guide to architecting modular, production-grade AI systems using the Model Context Protocol (MCP) to build enterprise AI automation apps.
Second Brain AI Assistant: An end-to-end guide to engineering a production-ready agentic RAG system that connects LLMs to your personal knowledge base using MLOps best practices.