The Rise of Agentic AI: From Tools to Autonomous Decision-Makers

Introduction Artificial Intelligence has long been seen as a tool—something that responds when prompted, executes commands, and assists humans in defined tasks. But a new paradigm is rapidly emerging: Agentic AI. Agentic AI refers to systems that can act autonomously, make decisions, pursue goals, and adapt over time with minimal human intervention. Instead of waiting … Read more

What are Fuzzy Systems ?

• Fuzzy Systems include Fuzzy Logic and Fuzzy Set Theory. • Knowledge exists in two distinct forms : − the Objective knowledge that exists in mathematical form is used in engineering problems; and − the Subjective knowledge that exists in linguistic form, usually impossible to quantify. Fuzzy Logic can coordinate these two forms of knowledge … Read more

Introduction of Fuzzy

In real world, there exists much fuzzy knowledge; Knowledge that is vague, imprecise, uncertain, ambiguous, inexact, or probabilistic in nature. Human thinking originating from and reasoning inherently frequently inexact human involve fuzzy concepts. information, Humans, can give satisfactory answers, which are probably true. However, is, our systems most systems are unable to answer many questions. … Read more

What is Fuzzy Set ?

• The word “fuzzy” means “vagueness”. Fuzziness occurs when the boundary of a piece of information is not clear-cut. • Fuzzy sets have been introduced by Lotfi A. Zadeh (1965) as an extension of the classical notion of set. • Classical set theory allows the membership of the elements in the set in binary terms, … Read more

Early work in Artificial Intelligence

“Artificial Intelligence (AI) is the part of computer science concerned with designing intelligent computer systems, that is, systems that exhibit characteristics we associate with intelligence in human behaviour – understanding language, learning, reasoning, solving problems, and so on.” Scientific Goal To determine which ideas about knowledge representation, learning, rule systems, search, and so on, explain … Read more

Artificial Intelligence and related fields

Logical AI-  What a program knows about the world in general the facts of the specific situation in which it must act, and its goals are all represented by sentences of some mathematical logical language. The program decides what to do by inferring that certain actions are appropriate for achieving its goals.  Search – AI programs … Read more