Аннотация:Sophisticated informational resources are poorly supported by semantic assistance. To untwist intellectual processes under inter-disciplinary activity in computer systems, life-long partnership with deep-learned artificial intelligence (DL IA) is needed. Resolving universalities problem to acquire knowledge self-obviousness helps a person to enter hermeneutic circle of noosphere by means of rational auto-poiesis. Otherwise, genus achievements will remain beyond the powers of the person. Purposeful tutoring allows transcendental apperception of the third world on the base of super sensual mathematical meanings. System axiomatic method (AMS) secures true profiling of computer systems and DL IA building. Its adaptive assistance to subject’s self-reflection in intuitive – discursive forms will apply anthropogenesis laws to encourage one’s rational consciousness self – building. DL IA implantation leans on cogno-ontological knowledge base mining. The latter is to be expressed in language of categories playing the role of mathesis universalis to embrace the variety of theories in their comparative description. Semantic glottogenesis keeps up the outlook of cognogenesis and will maintain communication on ideas level. The technology is based on neurophenomenology reduction method applied to the person as a functional system for speculation on nature.