February 2026
Intermediate to advanced
436 pages
10h 58m
English
Building multimodal AI without MCP is like trying to conduct an orchestra where the musicians can't see the conductor, can't hear each other, and are all playing from different sheet music.
I'll never forget the first time I tried to build a multimodal AI application. It was supposed to be simple: take an image, analyze it, generate a description, and maybe answer some questions about it. How hard could it be, right? Well, it turns out it's incredibly hard when you're dealing with three different APIs, two different authentication systems, incompatible data formats, and the delightful discovery that your image-processing service can't talk to your language model, which can't talk to your knowledge base.
The ...
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