Four plugs sparking on contact, one plug connecting cleanly

Four Elicitation Methods Failed, the Fifth Guessed All 256 Triggers

Five elicitation methods were run against a model with a chemistry classifier encrypted into its weights. Four returned chance accuracy. The fifth recovered it by enumerating all 256 possible triggers, which the authors say themselves.

October 14, 2026 · 7 min · 1297 words