Artificial intelligence has evolved rapidly over the past decade, but one of the most significant advancements arrived with the rise of multimodal AI—systems capable of understanding and reasoning across text, images, audio, video, and structured data within a unified framework. Unlike traditional models that operate on a single form of input, multimodal systems integrate multiple […]

As AI systems grow more advanced and data becomes increasingly unstructured, organizations are rethinking the databases that power their applications. Traditional relational databases aren’t designed to handle complex relationship queries or semantic similarity search — both of which are critical for modern workloads like recommendation engines, fraud detection, and Retrieval-Augmented Generation (RAG). This shift has […]

Choosing or tuning a PC for gaming, content creation, AI workloads, or even everyday productivity often leads to a confusing question: what’s the difference between dedicated and shared GPU memory, and how much of each do you actually need? This post walks through the concepts, architecture, performance implications, and real‑world recommendations so you can make informed decisions […]

Artificial intelligence has changed the way customers interact with businesses. Chatbots, voice assistants, and AI-powered support agents are no longer “nice-to-have” additions—by 2026, they have become the frontline of customer service, sales, and user engagement. But as these systems take over more of the customer journey, one question has become unavoidable: How do you measure […]