Generative AI in Production Systems: What Developers Must Get Right
Moving Generative AI from demos to production is no longer about prompts. In 2026, success depends on architecture, cost discipline, observability, and trust at scale.
AI Engineer
Safi Ullah is an AI Engineer at Originsoft Consultancy with expertise in generative AI, foundation model research, and applied machine learning. He works at the intersection of AI research and engineering, translating cutting-edge findings into actionable insights for production teams.
Moving Generative AI from demos to production is no longer about prompts. In 2026, success depends on architecture, cost discipline, observability, and trust at scale.
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