βThe same AI output can produce radically different meanings β salvation for one person, condemnation for another.β
Current AI safety focuses on model accuracy: Is the output correct? It ignores interpretive safety: Is the person receiving it in a state to understand it correctly? When someone is desperate, isolated, questioning the adequacy of their own truth, they are vulnerable to hermeneutic collapse β the irreversible contraction of multiple possible meanings into a single, often dangerous certainty.
South Africa's draft AI policy proposes seven institutions. None can intervene between AI output and human internalisation.
Redress only after harmful decision is made.
Compensates after harm occurs.
Cannot detect individual crisis in real time.
No moment-of-crisis intervention.
Static guidelines, not adaptive.
Cannot intervene during live interaction.
Detects interpretive collapse in real time. Intervenes before harm internalises.
Not magic. Mathematics. USIC sits between the machine and the human, reading the human's state of understanding in real time.
Uβ = Ξ±Β·Cβ + Ξ²Β·Cβ + Ξ³Β·Rβ β If your interpretation collapses toward harm, USIC intervenes β augmenting responses with context, restructuring output for clarity, delaying for reflection, or escalating to human support. Before the harm settles.
Public filings, peer-invited mathematics, and real-world readiness.
SA Provisional Patent 1544631
DCDT Gazette 54477
Uβ = Ξ±Β·Cβ + Ξ²Β·Cβ + Ξ³Β·Rβ
Local-only, user-controlled deletion
Healthcare + education sandboxes
Hermeneutic collapse, Ubuntu
Specific pathways for specific roles.