Fred Roma
SVP of Product and Engineering at MongoDB with a long background in cloud and data management, focused on building AI-ready database capabilities and integrating embeddings, vector search, and retrieval models.
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Jan 27, 2026 • 52min
Production-Grade AI Systems with Fred Roma
Fred Roma, SVP of Product and Engineering at MongoDB, a veteran in cloud and data management. He talks about the complex AI stack: LLMs, embeddings, vector search, caching, and observability. He covers schema evolution in the LLM era, Voyage AI’s multimodal embeddings and rerankers, and how data platforms must adapt for production-grade AI systems.
