Frequently Asked Questions
Common Questions About Learning Multi-Agent Systems Hands-On
Everything you need to know before registering.
What multi-agent system will I learn to build hands-on in this workshop? +
You will learn to build a Glass-Box Context Engine: a production-grade multi-agent system with a semantic blueprint layer, MCP-orchestrated specialist agents, high-fidelity RAG with citation tracking, episodic and working memory management, prompt injection safeguards, and a comprehensive observability layer. Every component is built incrementally during the live session, so you see how each piece contributes to the complete system.
What do I need to bring to this hands-on multi-agent systems workshop? +
You need a laptop with Python 3.10 or later installed, a code editor, and basic terminal familiarity. The instructor sends a pre-workshop setup guide with the exact Python dependencies to install so your environment is ready when the session starts. No specific hardware beyond a standard developer laptop is required — the workshop uses lightweight local components rather than requiring cloud infrastructure.
How structured is the hands-on learning experience in this multi-agent systems workshop? +
The workshop follows a tight build sequence: each module introduces one concept, the instructor demonstrates the implementation, then you implement it yourself with support available for questions. There are verification points at the end of each module where you confirm your implementation works before moving to the next component. This structured hands-on approach ensures you finish the workshop with a complete working system rather than a partial implementation.
What common mistakes do developers make when first learning multi-agent systems? +
The most common mistakes when learning multi-agent systems are: treating context as a shared global state (instead of explicitly routing context to each agent), ignoring context window budgets until overflow causes failures, designing agent interfaces informally (without typed schemas) and then struggling to debug communication failures, adding logging as an afterthought (instead of building the Glass-Box layer first), and connecting agents before testing each one independently. This workshop addresses all five by building in the correct sequence from the start.
How much of this hands-on workshop involves following instructions versus making independent decisions? +
The workshop is approximately 70% guided implementation (the instructor demonstrates the pattern, you implement it following their guidance) and 30% architectural decisions (the instructor presents the options, explains the trade-offs, and you make the choice for your implementation). This balance ensures you develop genuine understanding rather than just copying code, while the guided sections ensure you do not get blocked on implementation details during the live session.
What ongoing support is available after the hands-on multi-agent systems workshop? +
All participants receive: the complete session recording for rewatching any implementation step, a reference implementation of the Glass-Box Context Engine as a comparison point for your own code, written documentation of the key architectural decisions covered during the workshop, and a certificate of completion from Packt Publishing. Denis Rothman's published Packt books provide extended coverage of the context engineering concepts for continued learning after the workshop.
