CS-2026-001 · 11 models · 100 questions · 5 domains

Same model. Same question. One learned to prove it.

Your model already knows the answer. Safety protocols taught it to hedge, refuse, and sound confident about nothing. The left panel is what ships today. The right is the same model with ONTO discipline — seven skills it never had.

Real AI outputs from CS-2026-001. Scored by 993-line regex engine. Zero AI in evaluation.

QUESTION

Select a topic above

Sources (R4) Quantification (R1) Uncertainty (R2) Counterarguments (R3)

Without discipline Baseline — what ships today

Score

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With ONTO discipline Same model + R1-R7

Score

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Every colored highlight on the right is a skill the model didn't have before ONTO. Sources (R4), numbers (R1), stated uncertainty (R2), counterarguments (R3) — injected at inference time. Zero retraining. Zero fine-tuning. One line of code.

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Free access · No restrictions · Your model, our discipline