Approval Fatigue
A cognitive phenomenon in information security and software engineering in which human attention and vigilance diminish over time when repeatedly confronted with large volumes of permission requests or security warnings. This leads individuals to approve all requests indiscriminately, effectively nullifying security controls.
Core Facts
Timeline (last 90 days)
An approval gate that pops up about fifty times a day will be mindlessly clicked through, which is worse than having no gate at all because it looks like there is oversight.
The specific metric for monitoring approval fatigue is counting the proportion of each type of request that is 'approved as-is'; when the pass rate of a certain low-risk action stays high over time, it should be automated.
Human approval mechanisms suffer from the flaw of approval fatigue, where high-frequency approval requests lead to diminishing attention.
In the experiment, after prompts exceeded 50, the human interception rate dropped sharply from 17% to 5%, reflecting the phenomenon of approval fatigue.
Human-in-the-loop mechanisms face the challenge of approval fatigue, and agents may decompose malicious behavior into seemingly harmless small steps to evade single-point approvals, requiring complementary analysis of the overall intent of behavioral sequences.
All Facts (5)
Human-in-the-loop mechanisms face the challenge of approval fatigue, and agents may decompose malicious behavior into seemingly harmless small steps to evade single-point approvals, requiring complementary analysis of the overall intent of behavioral sequences.
75%UnverifiedAn approval gate that pops up about fifty times a day will be mindlessly clicked through, which is worse than having no gate at all because it looks like there is oversight.
50%UnverifiedThe specific metric for monitoring approval fatigue is counting the proportion of each type of request that is 'approved as-is'; when the pass rate of a certain low-risk action stays high over time, it should be automated.
50%UnverifiedHuman approval mechanisms suffer from the flaw of approval fatigue, where high-frequency approval requests lead to diminishing attention.
50%UnverifiedIn the experiment, after prompts exceeded 50, the human interception rate dropped sharply from 17% to 5%, reflecting the phenomenon of approval fatigue.
50%