Introduction Production retrieval-augmented generation (RAG) fails in predictable ways—retrieval drift, citation mismatch, and “confiden...
Introduction In production IoT deployments, the fastest path to “mysterious low battery” is not radio hardware—it’s inefficient compute ...
Introduction Production systems that use vision-language and multimodal LLMs often fail not because the model is “bad,” but because the ...
Introduction Production failures in multimodal LLM systems rarely come from “bad models”—they come from underspecified inputs, brittle p...
Introduction Production teams integrating vision-language models usually discover the same painful pattern: “it works in the demo” but f...
