Global Journal of Science Frontier Research, F: Mathematics and Decision Science, Volume 22 Issue 4

Boosting Human Insight by Cooperative AI: Foundations of Shannon-Neumann Logic © 2022 Global Journals 1 Year 2022 12 Global Journal of Science Frontier Research Volume XXII Issue ersion I V IV ( F ) The reasoning frame is the clearly-defined context, within which topic is be- ing used (select the closest match): discipline e.g. molecular biology subject e.g. protein folding context e.g. social revolution environment e.g. location and time event e.g. activity or pandemic crisis model e.g. just-in-time supply-chains principle e.g. quantum computing method e.g. optimization network e.g. communication or transport theory e.g. general relativity specialty e.g. programming system e.g. quantum communications technology e.g. fresh water extractor ... Note SN-logic’s non-brittleness: at any given time, the reasoning frame can adapt to any required abstraction level and scope. Such frame changes are typically unpredictable at the start of a real-world challenge. A by H : For my research direction, I want to identify a weakness in quantum field theory (QFT) (so here, [frame] ≡ theory , and [topic] ≡ qualities ). 3. Q from A SN : ’What’s your main difficulty with the [frame], right now? (select the closest match) (AI is using q min 4 from Q-generator + an insight-gain tensor/kernel) inability to apply [topic] in/of [frame] inability to compute [topic] in/of [frame] inability to construct [topic] in/of [frame] inability to decide [topic] in/of [frame] inability to evaluate [topic] in/of [frame] N otes inability to exploit [topic] in/of [frame] inability to identify [topic] in/of [frame] inability to select [topic] in/of [frame] inability to simplify [topic] in/of [frame] inability to solve [topic] in/of [frame] inability to understand [topic] in/of [frame] A by H : I can’t evaluate the weaknesses [topic = qualities] of quantum field theory [frame = theory] 4. Q from A SN : ’More specifically, why can’t you evaluate the [topic] in [frame]? (select the closest root cause of the difficulty) (AI is using q min 5 from Q-generator + an insight-gain tensor/kernel) missing comparison for [topic] in/of [frame] missing constraint on [topic] in/of [frame] missing criterion for [topic] in/of [frame] missing direction in [topic] in/of [frame] missing information about [topic] in/of [frame] missing intuition for [topic] in/of [frame] missing knowledge of [topic] in/of [frame] missing metric for [topic] in/of [frame] missing ranking of [topic] in/of [frame] missing standard for [topic] in/of [frame] missing value of [topic] in/of [frame] A by H : ’I lack an intuition for the weaknesses of QFT’