Manikanta Kuna

Modules Inside Generative AI Systems: Tokenizers, Attention, RAG, RLHF & More

Author: Manikanta KunaWebsite: www.Manikantakuna.com What Are GenAI System Modules? A Generative AI model like GPT isn’t just one big neural network — it is a pipeline of multiple intelligent components working together: Module Purpose Tokenizer Converts text → numeric tokens Embeddings Converts tokens → vector meaning Neural Network (Transformer) Thinking & reasoning Attention Understanding relationships […]

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Generative AI Architectures Explained: RNNs → Transformers → Diffusion

Author: Manikanta KunaWebsite: www.Manikantakuna.com What Are Generative AI Architectures? Generative AI architectures are the blueprints that define how AI models learn, think, and generate new content. If the AI model is the “brain,”the architecture is the neural structure and information flow inside it. These architectures evolved over time — from simple sequential models → to

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What is Generative AI? — The Complete Beginner Guide (2025)

Author: Manikanta KunaPublished on: www.Manikantakuna.com What is Generative AI? Generative AI (GenAI) is a type of artificial intelligence that can create new content — text, images, audio, video, code, 3D models and more. Unlike traditional AI that only classifies and predicts, GenAI produces original outputs that never existed before. Real-world examples: AI Output Example Tools

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