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AI Security

OWASP LLM02 sensitive information disclosure and the frameworks it touches

LLM02 covers PII, secrets and business data leaking through model output. See how each mitigation lines up with privacy and security frameworks.

Oct 18, 20264 min read
AI Security

Prompt injection (OWASP LLM01): which controls work and which do not?

OWASP says no fool-proof prevention is known. Limit what the model can do, validate output and require approval for risky actions. Prompts alone fail.

Oct 18, 20264 min read
AI Security

LLM04 data and model poisoning, a checklist for engineering leads

Fifteen yes or no questions on data origin, access, testing and rollback for engineering leads to answer before shipping a model, based on OWASP LLM04.

Oct 18, 20264 min read
AI Security

How do you evaluate an AI code security tool in a trial?

Test an AI code security tool on code with known flaws, repeat runs for consistency, compare to a deterministic scanner and check where your code goes.

Oct 18, 20265 min read
AI Security

Agent guardrails versus sandboxes, a hands on checklist

Guardrails shape what an agent tries, and sandboxes limit what it can do. A checklist for using both, based on OWASP's excessive agency guidance.

Oct 18, 20264 min read
AI Security

What is AIDR? AI detection and response explained plainly

AIDR watches AI systems for misuse, manipulation and odd behaviour, then helps you respond. What it covers, what it does not and how to judge a product.

Oct 18, 20265 min read
AI Security

How to run a two week AIDR trial that tells you something

A day by day plan for a two week trial of an AI detection and response tool, with scenarios, success criteria and the evidence to collect before you buy.

Oct 18, 20265 min read
AI Security

AIDR metrics that matter, and the ones that mislead

Which metrics tell you whether AI detection and response works, and which ones flatter you, such as blocked prompt counts. Measure outcomes, not activity.

Oct 18, 20265 min read
AI Security

AIDR maturity model: from basic AI logging to adaptive response

A practical maturity model for AI detection and response, from an inventory of AI systems to tested, human approved response, with metrics at each stage.

Oct 18, 20265 min read

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