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AI Security

Markdown image exfiltration: how chat output can leak data

A model told to add an image can send chat contents to an attacker's server when the page renders it. How the leak works and how to close it.

Oct 18, 20263 min read
AI Security

Mapping a RAG app to MITRE ATLAS techniques, step by step

How to map a retrieval-augmented generation app to the ATLAS techniques that apply: recon, poisoning, false entries, credential harvesting and data theft.

Oct 18, 20264 min read
AI Security

LLM security review: five myths and what is actually true

Five common beliefs about LLM security review, such as a better prompt fixing everything, and what OWASP, the NCSC and Anthropic guidance say instead.

Oct 18, 20263 min read
AI Security

Letting an LLM review pull requests from strangers: the risks

A pull request from a stranger can contain text aimed at your AI reviewer. How indirect prompt injection reaches review bots and how to limit the damage.

Oct 18, 20263 min read
AI Security

Match an LLM's privileges to whoever wrote its input

A design rule for LLM security automation: when the model reads content from a party, give it no more power than that party has. Examples and trade-offs.

Oct 18, 20263 min read
AI Security

Why wrong LLM answers are a security issue: OWASP LLM09

Credible but false output can cause breaches, legal exposure and bad code. What OWASP says about LLM misinformation and the controls that reduce it.

Oct 18, 20263 min read
AI Security

LLM API settings that help prevent model extraction and abuse

If you expose your own model through an API, limit logprobs, input size, rate and access. The OWASP controls against extraction, replication and abuse.

Oct 18, 20263 min read
AI Security

Least privilege for AI coding agents: a permissions checklist

What access a coding agent actually needs, what to withhold, and how to scope files, shell, network and credentials so one bad instruction stays small.

Oct 18, 20263 min read
AI Security

Least privilege for CI review bots and coding agents

What permissions an AI review bot or coding agent needs in CI, what to withhold, and how to check the token it runs with. A practical checklist.

Oct 18, 20263 min read

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