receiving a record comprising a plurality of strings, wherein the plurality of strings relates to a command combined with a set of strings;

determining, in a storage system, content records relating to nodes relating to each of the strings, wherein an abstraction layer translates the content records and a knowledge base to a sequence of integer values;

assigning node identifiers for respective determined content records;

appending the node identifiers to a dynamic in-memory knowledge graph structure;

modifying an edge between selected ones of the node identifiers based on the command combined with the set of strings, wherein the command comprises “create” or “delete” the edge between the plurality of nodes;

building, simultaneously, multiple different representations of the dynamic in-memory knowledge graph structure on-the-fly, wherein the content records are stored separate to the knowledge graph structure and wherein the node identifiers pointing to the content records are changed, moved, and adapted to construct a different knowledge graph using a same knowledge base; and

formatting the dynamic in-memory knowledge graph structure in a manner necessary for a specific application or problem to be solved.