Frequently Asked Questions
Frequently Asked Questions
Common questions about the workshop, what to expect, and how to prepare.
What will I build in this context engineering tutorial? +
This tutorial builds a complete Glass-Box Context Engine — a production-ready multi-agent AI system with semantic blueprint orchestration, MCP-coordinated agent communication, high-fidelity RAG with citation tracking, transparent observability across all decisions, and safeguards against the most common production failure modes. Every component is implemented in Python during the live 6-hour session.
How is a live context engineering tutorial different from written documentation? +
A live context engineering tutorial gives you real-time feedback when you get stuck, an instructor who adapts explanations to questions that arise, the ability to see working code rather than pseudocode, and the motivation of building alongside others. Written documentation tells you what to do. This tutorial shows you how to do it and why the architecture decisions are made the way they are.
What are the prerequisites for this context engineering tutorial? +
You need intermediate Python experience, some familiarity with LLMs and AI APIs, and ideally some experience with multi-agent systems or agent frameworks. The tutorial is designed for developers who understand the basics but want to build production-grade context engineering skills. Complete beginners to LLMs would find the tutorial moves too fast.
Does this context engineering tutorial cover the theoretical foundations? +
Yes, but efficiently. Each concept is introduced with just enough theory to understand why it is needed before being implemented in code. The ratio is approximately 20% theory to 80% hands-on implementation. Denis Rothman's 30+ years of AI experience means he can explain the theoretical foundations clearly without excessive academic detailing.
Is this the same content as Denis Rothman's Packt books? +
This tutorial goes beyond the books by providing live, interactive implementation with a working system as the deliverable. The books cover the concepts comprehensively. This tutorial takes those concepts into a 6-hour hands-on build session where you implement them directly. Many participants read the books first and attend this tutorial to solidify their understanding through practice.
Will this context engineering tutorial be updated as the field evolves? +
The Glass-Box Context Engine architecture and context engineering principles taught in this tutorial are designed for durability. While specific library versions and MCP implementations evolve, the architectural thinking — semantic blueprints, explicit context management, transparency-first design — remains foundational. The recording you receive reflects the 2026 state of the art at the time of the session.
