Introduction Production systems increasingly need AI-generated video authentication that can survive distribution, transcoding, and adv...
Introduction Production multimodal systems fail most often not because the vision-language model is “bad,” but because prompts and pipel...
Introduction Production RAG fails less from “bad embeddings” and more from missing evaluation gates: silent regressions, overconfident r...
Introduction RAG systems fail in production not because retrieval is “weak” in isolation, but because retrieval, generation, and evaluat...
Introduction In production RAG systems, the hard problem isn’t “does retrieval work in a notebook?”—it’s “do our decisions (retrieve, g...
Introduction Production retrieval-augmented generation (RAG) fails in predictable ways—retrieval drift, citation mismatch, and “confiden...
