LLM09 misinformation: what should you log and alert on?
Log the prompt, sources, model version and review outcome for consequential answers. Alert on ungrounded claims, unknown packages and unreviewed actions.
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Log the prompt, sources, model version and review outcome for consequential answers. Alert on ungrounded claims, unknown packages and unreviewed actions.
LLM09 covers confident but false model output. Grounding, validation and trained review help. Disclaimers alone do not. Start with your high-stakes uses.
LLM09 covers confident but false model output. Ground answers in trusted sources, validate automatically, keep humans on high-stakes calls. A checklist.
Test LLM08 by checking who can retrieve what, what enters the knowledge base, and what gets logged. A test plan for RAG access, poisoning and leakage.
Log who retrieved which chunks, where each came from and what group it belongs to. Alert on cross-tenant hits, new sources and unusual retrieval spikes.
LLM08 covers how vectors and embeddings are generated, stored and retrieved in RAG systems. Review access, sources, tenancy, logging and behavior.
Treat the system prompt as public. Keep secrets and access rules out of it and enforce permissions outside the model. See which controls work and fail.
OWASP says treat the system prompt as readable. Use this checklist to move secrets out, enforce rules outside the model, and test for what leaks.
Excessive agency means an LLM agent can do more than it should. Learn the three root causes, OWASP's email assistant scenario and the first fixes.
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