@santosh-dev
Santosh Kumar Vishwakarma
@santosh-dev
Joined August 2025
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Santosh Kumar Vishwakarma's blogs
Recently published
Advanced RAG: Scaling, Accuracy, and Production-Ready Pipelines
Aug 22, 2025 · 7 min read · Retrieval-Augmented Generation (RAG) is the backbone of modern AI systems that need to reason over private or domain-specific data. Real-world RAG pipelines often crumble under messy user input, ambiguous queries, or irrelevant retrievals. The classi...
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Why Your RAG System Might Be Failing
Aug 19, 2025 · 2 min read · Retrieval-Augmented Generation (RAG) is a powerful architecture that combines document retrieval with large language model (LLM) generation. It promises grounded, accurate, and scalable AI—but it’s not foolproof. Many developers find their RAG pipeli...
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Understanding Retrieval-Augmented Generation (RAG) in AI
Aug 19, 2025 · 4 min read · The rise of large language models (LLMs) like GPT has transformed how we generate content, answer questions, and build intelligent applications. But even the most powerful models have limitations—they might forget details, facts, or struggle with dom...
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Agentic AI: The Rise of Autonomous Digital Agents
Aug 17, 2025 · 3 min read · Artificial Intelligence is moving beyond being just a question-answering system. Instead of passively responding, AI is becoming more agentic — able to reason, take initiative, and act on our behalf. What Is Agentic AI? Agentic AI refers to artificia...
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