A Comparative Guide to Generative AI Frameworks for Chatbot Development

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

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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