MEL or Multi Entity Learning and the QC and QCE "Blockchain" and it's ICSAR

[Chip (OP)]

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ListAttBBC  |  v6.10  |  2026-09-10  |  Andrew.human & Claude.ai

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Chip — Today at 03:53:39 AM

Hypothesing on how to minimise AI's mistakes and a proposed learning methodolgy based on realtional timelines of chained Quasi-Code Elements (checkpoints of Psuedocode of Psuedocode or partial or whole representaions of "ideas/thoughts/objecticves" that either address a problem or iimprovements or introduce new functionality and/or features) to buld coherence and an understanfing for both machines and humans of not only what something IS or DOES but WHY and HOW it became what IT IS.