Category: 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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Ethical Considerations in Generative AI: Balancing Creativity and Responsibility

Posted on by Nithin Mohan TK 5 min read

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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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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