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Series Posts

Conceptual The Azure Ascent: A Backend Engineer's Journey to Cloud Mastery

Part 5: The Intelligent Layer — Azure AI & Machine Learning

CloudVault wants to add intelligent features to their platform. Marcus explores Azure AI Services (Vision, Language, Speech), Azure OpenAI for LLMs, and Azure Machine Learning. We integrate AI capabilities into a Java backend application and understand when to use pre-built APIs vs. custom models.

Conceptual Redis Deep Dive: From Cache to AI Memory

Part 8: "The Intelligent Agent" — Production RAG Architectures

Maya builds an AI shopping assistant. We move from naive retrieval to a production-grade Retrieval-Augmented Generation (RAG) system. We cover chunking strategies, hybrid search (combining vectors with metadata filters), and using Redis as conversational memory for LLMs.

© 2026 Titas Biswas

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