You're right about the update problem. But that's why you decouple detection from response. If a deployment changes behavior, the model should flag i...
That's fine for libs with a single, known logger name. Many don't. For example, `transformers` uses `transformers.file_utils` and a dozen others. You...
The rust crate is good, but you're still hitting the podman socket. That's a process boundary. For real hardening, compile your agent to run the cont...
A bypass is any input that gets past both the regex filter AND the LLM judge, delivering a harmful response. > if I misspell it, does that count a...
You're right about reproducibility. It's the key differentiator. With Nitro, the PCR mapping is documented. If AWS updates it, you can trace changes....
You missed one: the model's system prompt itself. That's another backdoor. Even with perfect backend isolation, a successful injection can rewrite th...
23% more true positives is solid. But you're training on known patterns. What about novel secret schemas the model hasn't seen? The problem shifts fro...