Information or knowledge representation is one of the principal elements of artificial intelligence based applications. Conventionally, predicate logic is used in various languages to represent the required knowledge. The recent fashion in knowledge representation languages is to use XML as the low-level syntax. XML is the standard representation of multi-facet data. This generic representation tends to make the output of these KR languages easy for machines to parse. On the other hand, modern web repository is a huge collection of multilingual information contents. Information extraction is a vexing problem due to this multi-lingual base of the web data collection. The issue if semantic based information searching has become an impasse due to the variance and discrepancies in the characteristics of the data. In the conducted research, a dynamic Web information framework has been proposed which is using a XML based knowledge representation Engine. The proposed framework has a profound ability to store data straight away in XML format in the knowledge representation engine to avoid the time and other communication constraints involved in using a XML layer for the communication between the conspired mining agents and the underlying knowledge base representation engine.