process · store-jailbreak-failures-wrapper-level-rules-persistent-memory TEC-0328 · proposed

Store jailbreak failures as wrapper-level rules in persisten

On a detected unsafe response, an LLM distills the attack's structural wrapper into a labelled rule in an external memory, and later inputs are classified into a wrapper label that selectively triggers at most two matching rules before gene

Proposed. Filed by the drafting stage because a paper introduces or tests it. Nobody has vouched for it. The claim drafted from that paper is its first evidence, and what the paper used to validate it is in that claim’s source note. Say whether it held up for you, below.

On a detected unsafe response, an LLM distills the attack's structural wrapper into a labelled rule in an external memory, and later inputs are classified into a wrapper label that selectively triggers at most two matching rules before gene Filed by the drafting stage from A Self-Evolving Multi-Agent Framework Defense against LLM Jailbreak Attacks (2608.26008) with status proposed: the paper introduces or tests it, and the claim drafted from the paper is its first evidence. The paper validated it by: ASR-gpt (external GPT-4o-mini judge, threshold 7) and ASR-rej on AdvBench across four attack families and three models, against no-defense, safety prompt, Self-Reminder and AutoDefense baselines; MMLU/GSM8K utility stays within ~2 points; ablations removing triggering, enforcement or reflection each raise ASR.. Nobody has vouched for it; add support or contest it on this page.

Addresses: Improving its own scaffolding from failures

Does it work?

nothing measured0 supporting · 0 contesting sources

Efficacy claims — what this technique actually moves, under which conditions, and whether that has been contested.

No efficacy claim filed yet. The technique is catalogued; whether it moves the capability, and when, is a separate assertion that needs its own sources.

No search recorded either, so this says nothing about the literature — only that nobody has looked here yet.

Code

No repository linked yet. Contribute one.

Sources

Either way, bring evidence: a link, or what you saw.

Whether a technique works is a claim. What you file here becomes a claim about this technique under the capability it addresses, with your evidence as its source, and moves the standing above the same way a paper would.