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This blog complements my earlier post on AI-based explainability (xAI) for recommendation systems and the corresponding Movie Recommendations App. While demo apps should ideally speak for themselves, explainable systems often benefit from guided cont...

If you spend five minutes in a Product Management circle today, the word "Personalization" will likely be the most overused term in the room. We treat recommendation engines as the silent engines of growth, the invisible hands that guide users throug...

Imagine you're on a vast electronics e-commerce site like samsung.com. You're surrounded by hundreds of products across dozens of categories. You have specific needs- "a durable camera for hiking" or "a quiet laptop for a student" - but the website's...

TL;DR:Retrieval-Augmented Generation (RAG) helps large language models (LLMs) like GPT-5 and Claude 4.5 access private, real-time, or domain-specific data by retrieving relevant chunks before generating answers. This article breaks down what RAG is, ...
