classifiers

Embeddings are not hashes. The scored answer explains what they capture, how attackers exploit similarity, and why a vector store deserves the same protection as the documents.

AI security did not start with LLMs. The scored answer explains how these classifiers learn, the adversarial dynamics they have lived with for decades, and the lessons that carry over.

Interpret the attack and benign counts, trace a detector miss to its actual consequence, and specify the verdict timing and fallback needed for deployment.

Design signals that distinguish suspicious inputs, unauthorized proposals, blocked operations and confirmed exposure. Test response timing, evidence handling and monitoring health.

Both, plus the layer most people forget: the action boundary. The scored skill is placing each check where it sees the right thing and labelling which ones are boundaries.

Refusals stop single requests; disruption stops operators. The scored answer explains how providers find the actor behind thousands of innocent-looking requests, what they do about it, and how to read their reports critically.