plm
16 articles about plm in AI news
Propel Ships First Production MCP Server for PLM
Propel Software launched the first production MCP server for PLM, connecting LLMs to live product data. No competitor has matched this open-protocol approach.
Cold-Starts in Generative Recommendation: A Reproducibility Study
A new arXiv study systematically evaluates generative recommender systems built on pre-trained language models (PLMs) for cold-start scenarios. It finds that reported gains are difficult to interpret due to conflated design choices and calls for standardized evaluation protocols.
Ayar Labs Joins NVIDIA NVLink Fusion Ecosystem for Co-Packaged Optics
Ayar Labs joined NVIDIA's NVLink Fusion ecosystem to bring co-packaged optics to AI factories, following its $500M Series E and alongside Lightmatter's similar move.
A Practical Framework for Moving Enterprise RAG from POC to Production
The article presents a detailed, production-ready framework for building an enterprise RAG system, covering architecture, security, and deployment. It provides a concrete path for companies to move beyond experimental prototypes.
Dick's Sporting Goods Partners with Adobe to Launch Agentic AI 'Digital Coaches'
Dick's Sporting Goods announced a partnership with Adobe to implement agentic AI 'digital coaches.' These AI agents will provide personalized guidance to customers, aiming to enhance the shopping experience and drive sales.
Agentic AI Emerges as a Strategic Force in Private Label and Loyalty
Three industry reports highlight the growing adoption of 'agentic AI' in retail. The technology is being used to streamline private label product development and create highly personalized customer loyalty experiences, moving beyond simple chatbots to autonomous workflow orchestration.
New Research Establishes State-of-the-Art for Virtual Try-Off with
A new arXiv paper introduces a systematic framework for Virtual Try-Off (VTOFF)—reconstructing a garment's canonical form from a worn image. The Dual-UNet Diffusion model achieves state-of-the-art results on standard datasets, providing foundational insights for this emerging computer vision task.
Figure CEO: Data Scarcity is the 'Only Thing' Holding Back General Robots
Figure CEO Brett Adcock asserts that solving general robotics is contingent on acquiring a 'pile of data' for training, highlighting the extreme cost and difficulty of collecting real-world robotic interaction data.
The Hidden Operational Costs of GenAI Products
The article deconstructs the illusion of simplicity in GenAI products, detailing how predictable costs (APIs, compute) are dwarfed by hidden operational expenses for data pipelines, monitoring, and quality assurance. This is a critical financial reality check for any company scaling AI.
Dell's Agentic AI Strategy Prioritizes Enterprise Search Over Commerce
A report suggests Dell is prioritizing agentic AI for enterprise search applications over direct commerce. This reflects a pragmatic approach to deploying autonomous AI agents where they can deliver immediate operational value before tackling complex consumer transactions.
AWS Launches 'The Luggage Lab': A Generative AI Framework for Physical Product Innovation
Amazon Web Services has introduced 'The Luggage Lab,' a new reference architecture and framework using its generative AI services to accelerate the design and development of physical products. This is a direct, vendor-specific playbook for applying GenAI to tangible goods.
Generative AI is Quietly Rewiring the Product Data Supply Chain
EPAM highlights how generative AI is transforming the foundational processes of product data creation, enrichment, and management, moving beyond customer-facing applications to re-engineer core operational workflows in retail.
Shein's Xcelerator Program: Opening Its On-Demand Supply Chain to Competing Brands
Shein is offering smaller labels access to its proprietary on-demand manufacturing and global logistics network through its 'Xcelerator' program. This creates a strategic dilemma for brands: gain speed and scale, but potentially empower a formidable competitor.
From Megafactories to Micro-Ateliers: How Embodied AI Will Redefine Luxury Manufacturing
Embodied AI reaching critical capability thresholds will trigger a phase transition in manufacturing geography. For luxury, this enables demand-proximal micro-manufacturing, hyper-personalization, and resilient, sustainable supply chains, fundamentally restructuring production logic.
From Tactical to Strategic: How AI Agents Will Transform Luxury Supply Chain Leadership
AI agents are shifting supply chain roles from tactical execution to strategic integration. By 2028, 15% of daily decisions will be autonomous, requiring leaders who focus on relationship-building and critical thinking over manual oversight.
BioBridge AI Merges Protein Science with Language Models for Breakthrough Biological Reasoning
Researchers introduce BioBridge, a novel AI framework that combines protein language models with general-purpose LLMs to enable enhanced biological reasoning. The system achieves state-of-the-art performance on protein benchmarks while maintaining general language understanding capabilities.