C4: Container, Code, Cloud & Context
Designing intelligent systems, one layer at a time. ~ Nithin Mohan T K
After two decades of building data systems, I’ve watched Natural Language Processing evolve from a research curiosity into an indispensable tool for extracting value from the vast ocean of unstructured text that enterprises generate daily. The convergence of transformer architectures, cloud-scale computing, and mature NLP libraries has fundamentally changed how we approach data analytics, enabling […]
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The Data Deluge at the Edge After two decades of building data systems, I’ve watched the IoT revolution transform from a buzzword into the backbone of modern enterprise operations. The convergence of connected devices and real-time analytics has created opportunities that seemed impossible just a few years ago. But it has also introduced architectural challenges […]
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The journey from experimental machine learning models to production-grade systems represents one of the most challenging transitions in modern software engineering. After spending two decades building distributed systems and watching countless ML projects struggle to move beyond proof-of-concept, I’ve developed a deep appreciation for cloud-native approaches that treat machine learning infrastructure with the same rigor […]
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After two decades of building language-aware systems, I have witnessed the most profound transformation in how machines understand and generate human language. The emergence of generative AI has fundamentally altered the NLP landscape, moving us from rigid rule-based systems to fluid, context-aware models that can engage in nuanced dialogue, create compelling content, and reason about […]
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The Weight of Responsibility After two decades of building enterprise systems, I have witnessed technology transform industries in ways that seemed impossible when I started my career. But nothing has challenged my understanding of responsible engineering quite like the emergence of generative AI. The systems we build today can create content indistinguishable from human work, […]
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The moment I first deployed a production generative AI application on AWS, I realized we had crossed a threshold that would fundamentally change how enterprises build intelligent systems. After spending two decades architecting solutions across every major cloud platform, I can say with confidence that AWS has assembled the most comprehensive generative AI ecosystem available […]
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