Artificial intelligence has moved beyond simply answering questions and generating text. A new generation of AI systems—known as AI agents—is emerging with the ability to plan tasks, use tools, make decisions, and complete multi-step workflows with less human intervention. From managing emails and analyzing data to writing software and assisting customers, AI agents could significantly change how people work. What Are AI Agents? An AI agent is a software system that can perceive information, reason about a goal, take actions, and adapt based on the results. Traditional AI tools usually respond to a specific instruction. For example, you might ask an AI chatbot to summarize a document, and it provides a summary. An AI agent can go further. You could give an agent a goal such as: "Research three competitors, compare their pricing, summarize their main features, and prepare a report." The agent may then: 1) Understand the objective. 2) Break the task into smaller steps. 3) Searc...
RAID Structure * The basic idea behind RAID is to employ a group of hard drives together with some form of duplication, either to increase reliability or to speed up operations, (or sometimes both.) * RAID originally stood for Redundant Array of Inexpensive Disks, and was planed to use a bunch of cheap small disks in place of one or two larger more expensive ones. Today RAID systems engage large possibly expensive disks as their components, changing the definition to Independent disks. Improvement in Performance via Parallelism * There is also a performance merit to mirroring, particularly with respect to reads. Since every block of data is copied on many disks, read operations can be satisfied from any available copy, and multiple disks can be reading different data blocks at the same time in parallel. (Writes could possibly be fasten up as well through careful scheduling algorithms, but it would be hard in practice.) * Another way of improving disk process time is with striping, whic...