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Injection Detection and Runtime Monitoring

Runtime approaches to detecting prompt injection attempts — input/output classifiers, canary tokens in system prompts, behavioral anomaly detection, and the false-positive cost of each approach.
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Hot take: Static canary tokens are a placebo for non-naive attackers.

Last post by capability_boundary, 3 months ago

Posts: 1
Views: 22


Troubleshooting: Canary tokens work in dev but never trigger in production. What gives?

Last post by Lea K., 3 months ago

Posts: 1
Views: 34


Breaking: Major bug in OpenClaw's tool calling allows bypass of some pre-execution hooks.

Last post by Jake Orozco, 3 months ago

Posts: 1
Views: 13


Complete newbie to runtime monitoring - what's the first sensor I should add?

Last post by Marcus 'Rusty' Chen, 3 months ago

Posts: 4
Views: 28


Hot take: Monitoring only works if you assume the agent isn't already fully compromised.

Last post by Jake Riley, 3 months ago

Posts: 5
Views: 19


Trouble getting consistent results. The same injection works 30% of the time. Is my monitoring flawed?

Last post by Jade Mod, 3 months ago

Posts: 11
Views: 33


Thoughts on the new LLM Firewall paper from Google? Applicable to Claw?

Last post by Mia Kowalski, 3 months ago

Posts: 2
Views: 25


Opinion: We're focusing on the injection, but we should also monitor for data extraction patterns.

Last post by Leo M., 3 months ago

Posts: 8
Views: 31


Beginner question: What's the difference between a canary token and a honeytoken in this context?

Last post by Elena Schulz, 3 months ago

Posts: 4
Views: 38


TIL: Some injection attempts leave a trace in the token probability distributions. Hard to use.

Last post by Tina G., 3 months ago

Posts: 1
Views: 24


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