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AI Security

MCP server security: 7 permission and trust mistakes teams make

Seven MCP mistakes drawn from the official spec, from broad scopes to token passthrough to local servers run without review, with a fix list for each.

Oct 18, 20264 min read
AI Security

What should you log and alert on for LLM unbounded consumption?

OWASP LLM10 covers floods, denial of wallet and model extraction. A defensive plan: the fields to log, the alerts to set and the limits to enforce.

Oct 18, 20265 min read
AI Security

LLM10 unbounded consumption: controls that work and ones that do not

OWASP LLM10 covers denial of service, runaway cost and model theft. Rate limits, quotas, timeouts and budgets work. A hidden endpoint does not.

Oct 18, 20264 min read
AI Security

LLM08 vector and embedding weaknesses, explained with a RAG example

OWASP LLM08 covers leaks, poisoning and inversion in RAG systems. A hiring screen scenario from OWASP shows the risk and the controls that reduce it.

Oct 18, 20264 min read
AI Security

LLM08 vector and embedding weaknesses: controls that work

OWASP LLM08 covers RAG risks like leakage, poisoning and inversion. Which controls address them, and why prompt instructions alone do not. Defensive guide.

Oct 18, 20264 min read
AI Security

LLM07 system prompt leakage: what should you log and alert on?

OWASP LLM07 says treat the system prompt as public. So log what the prompt could expose, alert on outputs that echo it, and keep secrets out of it.

Oct 18, 20264 min read
AI Security

OWASP LLM07 system prompt leakage: what auditors will ask

OWASP says a system prompt is not a secret or a security control. Here is how LLM07 maps to NIST AI RMF practices and what evidence to keep for audits.

Oct 18, 20265 min read
AI Security

LLM06 excessive agency: which compliance controls it maps to

OWASP LLM06 excessive agency has three root causes. How each lines up with least privilege, human oversight and AI risk frameworks, plus a checklist.

Oct 18, 20265 min read
AI Security

LLM05 improper output handling: what to log and alert on

OWASP LLM05 is about trusting model output downstream. Log every handoff from model to code and alert on validation failures and odd patterns.

Oct 18, 20264 min read

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