krishna-nartam.hashnode.devReaching the Hardware Boundary: A Production Readiness Checkpoint for CNC Intelligence Systems1. Introduction: Why Mature Systems Need Deliberate Checkpoints In complex industrial systems, progress is not measured solely by features delivered or models completed. It is measured by how clearly the system understands its own limits. By this sta...Dec 24, 2025·3 min read
krishna-nartam.hashnode.devEngineering Explainable CNC Intelligence for Accountable Decision-Making1. Introduction: Explainability as a System-Level Requirement In industrial systems, intelligence does not exist in isolation. Every analytical output becomes an input into a human decision-making process. By this phase of the project, the CNC intell...Dec 23, 2025·2 min read
krishna-nartam.hashnode.devEngineering Explainable CNC Intelligence: Why "Because I Said So" Doesn't Work in a Factory1. The Human Crisis in Industrial AI Early in the rollout of our CNC intelligence platform, I spent a week on a high-volume factory floor. I watched an operator named Mike—a man with 25 years of experience—stare at a flashing red "High Anomaly" alert...Dec 22, 2025·4 min read
krishna-nartam.hashnode.devDeconstructing the Industrial Black Box: Designing Auditable CNC ML1. Introduction: Accountability as a System Requirement Most industrial intelligence platforms focus on analytics, modeling, and visualization. Few explicitly address accountability as an engineering requirement. By this phase of the CNC intelligence...Dec 19, 2025·2 min read
krishna-nartam.hashnode.devEngineering Deliberate Intelligence: Why CNC Systems Must Learn to Pause1. Introduction: The Hidden Risk of Fast Intelligence As CNC intelligence platforms mature, performance metrics often focus on latency reduction, real-time processing, and early detection. By this stage of the project, the system excelled in all thre...Dec 17, 2025·2 min read
