Tag: Generative AI

A Comparative Guide to Generative AI Frameworks for Chatbot Development

Posted on by Nithin Mohan TK 6 min read

After two decades of building conversational systems, I have watched the chatbot landscape transform from simple rule-based decision trees to sophisticated AI-powered agents capable of nuanced, context-aware dialogue. The explosion of generative AI frameworks has created both unprecedented opportunities and significant decision paralysis for engineering teams. This guide distills my production experience across dozens of […]

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Generative AI in Natural Language Processing: Chatbots and Beyond

Posted on by Nithin Mohan TK 3 min read

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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Meta-Learning for Few-Shot Image Generation using GPT-3 | Generative-AI

Posted on by Nithin Mohan TK 4 min read

Throughout my two decades in machine learning and AI systems, few developments have captured my imagination quite like the convergence of meta-learning with generative models. The ability to teach machines not just to learn, but to learn how to learn efficiently from minimal examples, represents a fundamental shift in how we approach AI system design. […]

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Hallucinations in Generative AI: Understanding, Challenges, and Solutions

Posted on by Nithin Mohan TK 4 min read

The Reality Check We All Need The first time I encountered a hallucination in a production AI system, it cost my client three days of debugging and a significant amount of trust. A customer-facing chatbot had confidently provided detailed instructions for a product feature that simply did not exist. The response was articulate, well-structured, and […]

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Generative AI Services in AWS

Posted on by Nithin Mohan TK 4 min read

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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Generative AI in Healthcare: Revolutionizing Patient Care

Posted on by Nithin Mohan TK 4 min read

The first time I witnessed a generative AI system accurately synthesize a patient’s complex medical history into actionable clinical insights, I understood we were entering a new era of healthcare delivery. After two decades of architecting enterprise systems across industries, I can say that healthcare presents both the greatest challenges and the most profound opportunities […]

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