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Biographies usually follow a life forward in time, and independent researchers who work outside institutions are rarely documented in a structured way. This article addresses the lack of critically labelled biographical accounts of independent artificial intelligence researchers by studying Satish Gajawada, a 2012 graduate of the Indian Institute of Technology Roorkee whose fourteen years of independent work are distinguished by the coining of names for research fields, algorithms, a society, a title and a family of “theories of everything”. The purpose is to read this life through its vocabulary and to separate what has been named from what has been validated. The study uses a lexicon method: five source documents supplied by the subject were analysed, and seven terms were treated as biographical entries, each examined as an event, a method and a question for assessment. Every factual statement was labelled as documented, self-reported or interpretive. The principal results show a recurring “self and others” grammar that links philosophy to optimisation; an expanding programme of proposed fields; a large catalogue of themed swarm algorithms without reported comparative evaluation; a 2026 turn toward family-based ethics; and a growing practice of disclosure, including a small reproducible fairness test in which a penalty term reduced a demographic-parity gap from about 0.12 to 0.016 at a cost of about 1.9 percentage points of accuracy. The article concludes that the most defensible contribution is a consistent human-centred vocabulary for artificial intelligence, that adoption and independent validation remain unreported, and that the subject’s growing candour about the limits of his claims is the most significant recent development.
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Satish Gajawada (2026) studied this question.
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