maas.hashnode.devSolving Slow Change Management in Medical Devices with Product Lifecycle IntelligenceCase Study Analysis 1. The Challenge: Untapped Data in Enterprise Systems A fundamental paradox exists within many modern enterprises: they are data-rich but insight-poor. Sophisticated systems like Product Lifecycle Management (PLM) meticulously co...Nov 2, 2025·4 min read
maas.hashnode.devThe Great Unlisting:https://youtu.be/2pA-v-mggP4 1. The Digital Blackout: A 90% Collapse in Discoverability From the perspective of automated discovery, 90% of the internet just vanished. This isn’t a technical glitch or a temporary outage; it is a fundamental and del...Oct 17, 2025·6 min read
maas.hashnode.devHow LLMs Are Taking Over Factory Floors: The AI Revolution in Industrial AutomationThe Big Idea: AI That Talks to Machines Imagine controlling a factory with plain English commands—no code, no complex interfaces. Just say, "Increase conveyor speed by 10% and alert me if temperature exceeds 80°C," and the system understands and acts...Sep 7, 2025·4 min read
maas.hashnode.devIntegrating the 14 Failure Modes of Multi-Agent LLM Systems into an FMEA Framework: A Deep Technical AnalysisMulti-agent systems (MAS) powered by Large Language Models (LLMs) offer scalable, modular, and collaborative AI capabilities. However, reliably engineering such systems requires careful mitigation of complex, interwoven failure modes. The Multi-Agent...Aug 9, 2025·7 min read
maas.hashnode.devThe Concept That Transformed AI: Hands-On Implementation of the TransformerThe Transformer model, introduced in the seminal 2017 paper "Attention Is All You Need" by Vaswani et al., revolutionized natural language processing (NLP) by replacing sequential recurrent neural networks (RNNs) with a parallel, attention-based arch...Jul 19, 2025·7 min read