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AI Agents: What They Are and How They Will Change Work

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...

Java important question - 8

Q) What is composition in Java ?
          Composition is the design technique to implement has a relationship in classes. We can use object composition for code reuse.
          Java composition is achieved by using instance variables that refer to other objects. The benefit of using composition is that we can control the visibility of other objects to client classes and reuse only what we need.

Q) What is the benefits of composition over inheritance ?
          Prefer composition over inheritance is a one of the popular object oriented design principles, some of the possible reasons are
1) Inheritance is tightly coupled whereas composition is loosely coupled.
2) Any change in superclass might affect subclass even though we might not be using the superclass methods. For example, if we have a method test() in the subclass and suddenly somebody introduces a method test() in the superclass, we may get compilation errors in the subclass. Composition will never face this issue because we are using only what methods we need.
3) Inheritance expose all the superclass methods and variables to the client and if we have no control in designing superclass, it can lead to security holes. Composition allows us to provide restricted access to the methods and hence more secure.
4) One more benefit of composition over inheritance is testing scope. Unit test is easy in composition because we know what all methods we are using from other class. We can mock it up for testing whereas in inheritance we depend heavily on superclass and don't know what all methods of superclass will be used. So we will have to test all the methods of superclass. This is an extra work and we need to do it unnecessarily because of inheritance.

Q) What does super keyword do ?
           super keyword can be used to access super class method when you have overridden the method in the child class.
          We can use super keyword to invoke superclass constructor in child class constructor but in that case, it should be the first statement in the constructor method.

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