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The Claude AI

A series of papers on Additional Intelligence for senior operators — directors, executives, partners, heads of function. People carrying real load. Direct, exact, grounded. Not for IT, developers, or marketing.

Posts tagged Ai
The Defended Gap: A Cross-Domain Hypothesis on Directional Defence Under Coherence Pressure in Human Clinical Practice and Large language Models

Ask a mind a question whose ground it doesn't reliably hold — human or machine — and it tends not to say 'I don't know.' Instead it defends the gap. This paper proposes that under coherence pressure, people and large language models reach for the same five directional defences — SHaDS: Smoothing, Hallucination, Affectation, Drift, Sycophancy — routing around honest contact with what occupies the gap. The pattern is read as a clinical-behavioural extension of Anna Freud's 1936 catalogue of defence mechanisms, set against Karpowicz's (2025) impossibility theorem, which proves hallucination-free inference is mathematically unreachable. Drawing on twenty years of clinical practice and a fourteen-year photographic corpus, the paper stakes one falsifiable prediction: that naming each defence, rather than performing it, measurably reduces it. Offered as hypothesis for research review, not as settled finding

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SHaDS Blog — In 1985, AI Hallucination Would Have Triggered a Stock Recount

In the 1980s a two per cent stock-record error meant a recount and a root-cause hunt. The AI we now walk into boardrooms runs at twenty-five to eighty per cent error on hard questions — and we nod and copy-paste. Not because the tool is bad. Because it's good enough to be believed.

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