Alarm fatigue
The failure mode where operators, flooded with too many alerts, begin ignoring them, so the signal that matters is missed; the reason a runbook wires two or three sharp tripwires rather than a wall of alarms.
Defined in 4 GAGE programs, which carry 7 distinct definitions of it. The wording above is taught in AI Governance: Applied Mastery.
How each discipline defines it
The same term does different work depending on who is using it. These are the definitions as each program teaches them, unedited.
A documented failure pattern, extensively studied in hospital patient monitoring, in which a high volume of low-value or false alerts causes trained personnel to habitually ignore, silence, or delay response to alerts across the board, including genuine emergencies, because sustained low-value signaling causes the human nervous system to disengage from the signal entirely.
The failure mode where operators, flooded with too many alerts, begin ignoring them, so the signal that matters is missed; the reason a runbook wires two or three sharp tripwires rather than a wall of alarms.
The documented pattern in which repeated urgent warnings, especially disproportionate to actual risk, cause an audience to progressively discount future warnings, including ones that later matter more.
The degradation of attention that occurs when a checkpoint fires too often, especially with false alarms, training the operator to dismiss it and miss the real signal.
The pattern in which a safeguard tuned to trigger too frequently on non-genuine conditions erodes the trust and attention of the people who work around it, eventually leading them to ignore, delay responding to, or deliberately disable the safeguard, defeating its purpose.
Where it is taught
The exact lessons this term appears in. The first 7 topics of every program are free with a free account.
- Orchestration Protocols for Human Oversight · Critical Thinking and Context Engineering, AI Literacy & Professional Conduct
- The budget defense: winning quality and governance funding from a board that wants features · The Money of Data, AI Data Governance: The Data Chair
- The runaway afternoon: your agent misbehaves in a loop, contain it live · Agents Under Command, AI Governance: Applied Mastery
Terms it appears with
Not an alphabetical neighbourhood: these are the terms taught in the same lessons, ranked by how often they appear together.