Detection Is Not a Strategy
I, Cringely, Friday, June 5th, 2026
Hallucination detection cannot be AI's safety solution; only architectural design that prevents false outputs will work.
Robert Cringely argues that relying on hallucination detection systems is fundamentally flawed because a detector good enough to reliably catch fabrication would have to possess exactly the capability whose absence caused the fabrication.
He contends that detection is inspection-based quality control, which manufacturing learned decades ago cannot solve systemic problems. Drawing parallels to mid-20th century manufacturing standards, Cringely emphasizes that quality must be built into processes rather than caught afterward.
Since hallucination is inherent to how language models function rather than a malfunction, the only viable strategy is designing systems that understand their knowledge boundaries and acknowledge uncertainty instead of fabricating plausible falsehoods.