Glossary · Term

step amplification factor

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Definition

Plain language

How many more steps an agent takes under attack compared to without the attack.

As stated in the literature

In LoopTrap, the ratio of attacked-trajectory step count to clean-trajectory step count for the same task, used to quantify slowdown caused by termination-poisoning attacks.

Also called: SAF

Why it matters: It quantifies how much an attacker can waste an agent's compute and time without ever causing a visible crash.

For example, if an agent normally finishes a task in 10 steps but takes 80 under attack, the step amplification factor is 8.

Heard on the show

“But it also means the SAF numbers are a clean-room upper bound.”
Episode 030 — Why Your AI Agent Won't Stop Working — and Each Model Falls for a Different Trap

Mentioned in 1 episode

  1. 030
    Why Your AI Agent Won't Stop Working — and Each Model Falls for a Different Trap

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