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Contributing Writer
Aviad Rossmann is an AI infrastructure and systems engineering specialist focused on the next generation of enterprise inference architecture. His work centers on the operational challenges of production AI, including inference scalability, infrastructure efficiency, orchestration, and private AI deployment models for enterprise environments.
Most enterprise AI projects start with retrieval. You connect Jira, Confluence, SharePoint, and Slack. Maybe a few internal databases nobody has touched in five years. You tune embeddings, optimize chunking, wire up a vector database, and convince yourself youโve built an AI-powered knowledge system. Then the model server crashes. And suddenly, you discover the uncomfortable [โฆ]
May 29, 2026 ยท 3 min