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This article reports how Semir Group deeply integrated AI into over 400 business scenarios including supply chain, marketing, and visual design, successfully reducing new product development cycles from 6 months to 15 days, achieving tens of millions in cost savings and hundreds of millions in collections, demonstrating AI's real value in traditional manufacturing.
MM-WebAgent is a hierarchical agentic framework that generates coherent and visually consistent webpages by coordinating AIGC-based element generation through joint optimization of layout and multimodal content. The paper introduces a benchmark and multi-level evaluation protocol, demonstrating improvements over code-generation and agent-based baselines.