Stage 5 of 8 · 10 lessons · ~6 weeks
Tool calling, structured output and MCP
Let the model act, not just talk. Design tools with clear names, parameters and errors, force outputs into a schema you validate, and expose your own systems through the Model Context Protocol so any MCP client can use them.
6 more stages, 50 more topics, free with an account.
You have seen the open stages of the AI engineering roadmap. Every topic it covers is listed above, and an account opens the rest: what each topic means, a question to check yourself, the courses, the practice and Tauseef's advice for every stage. Early access is open: sign up and your account is active shortly after.
Everything here is free to learn from. A few things, like adding a roadmap, keeping a cheat sheet or asking Tauseef a question, use credits. You get 15 when you join, your first roadmap is free, and if you are learning seriously and run out, you can ask for more. Credits only make sure the platform goes to people who are actually learning.