Skip to content
BLOKZ.dev

The Detection Cliff

How many audit probes it takes to catch a substituted model, as a function of how subtle the swap is. A 1/Δ² curve over real quantization accuracy gaps: a model swap is caught in a few hundred probes; FP8 needs ~150k and falls off the cliff into the economically-invisible zone.

chart SVG LLMsSecurity Jun 19, 2026
⬢ loading artifact…
The Detection Cliff — tap a substitution point to read its audit budget · use ← → to step across substitutions · toggle the audit confidence level · data as of · Quantization/substitution accuracy gaps: AImultiple, Qwen/Llama benchmarks ↗ open artifact ↗

View artifact source on GitHub ↗

Appears in

Type to search the archive.