Streamlining AI-Driven Product and Supply-Chain Decisions with Advanced Data Layer Design by Frugal Scientific.   For many organizations, the intersection of product, supply chain, and AI architecture is where the battle for efficiency is won or lost. While algorithms often get the glory, the reality is that most "AI for supply chain" initiatives fail not because of the models, but because the underlying data is fragmented, late, and untrustworthy. To move beyond simple dashb

Navigating the Future of AI: Emphasizing Product Engineering, AIOps, and MLOps for Transformative Solutions. In today's tech landscape, the lines between software engineering disciplines are blurring, especially with the rise of AI. Terms like Product Engineering, AIOps, and MLOps are frequently used, but understanding their distinct focuses—and where to concentrate your efforts—is crucial for building and sustaining successful AI-powered products.   At Frugal Scientific , w