In this paper we introduce our ideas on how experiences from real situations could be processed to decrease what Solomonoff called "Conceptual Jump Size". We introduce applications based on common- sense knowledge showing that vast corpora are able to automatically confirm the validity of the output, and also replace a "trainer", which could lead to decreasing human influence and speeding up the process of finding solutions not provided by such a "trainer" or by real world de- scriptions. Following this idea, we also suggest a shift toward combining natural languages with programming languages to smoothen transitions between layers of Solomonoff's "Concept net" leading from primitive concepts to a problem solution.
['Rafal Rzepka', 'Koichi Muramoto', 'Kenji Araki']
Limiting Context by Using the Web to Minimize Conceptual Jump Size.