Providing on-line non-downloadable software using artificial intelligence (AI) for structured self-monitoring, self-evaluation, and self-correction of AI reasoning processes through cognitive operations including confidence calibration, error recognition, contradiction detection, and strategy selection, producing auditable reasoning traces for use in professional decision-making in regulated industries.

'ai':12,26 'artifici':10 'audit':43 'calibr':34 'cognit':30 'confid':33 'contradict':37 'correct':24 'decis':51 'decision-mak':50 'detect':38 'download':7 'error':35 'evalu':20 'includ':32 'industri':55 'intellig':11 'line':4 'make':52 'monitor':17 'non':6 'non-download':5 'on-lin':2 'oper':31 'process':28 'produc':42 'profession':49 'provid':1 'reason':27,44 'recognit':36 'regul':54 'select':41 'self':16,19,23 'self-correct':22 'self-evalu':18 'self-monitor':15 'softwar':8 'strategi':40 'structur':14 'trace':45 'use':9,47

METACOGNITIVE REASONING ARCHITECTURE

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