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AI Security

Run agent actions as the user, not a shared service account

OWASP advises running agent actions in the individual user's context, not a generic high-privilege account. Here is why and how to build it.

Oct 18, 20263 min read
AI Security

RLAIF vs RLHF: training with AI feedback instead of human labels

RLHF uses human preference labels; RLAIF uses an LLM to produce them. What a 2023 study reported, what it costs you, and the risks of AI judges.

Oct 18, 20263 min read
AI Security

Restricting agent tool calls after retrieving untrusted data

When should an AI agent pause for approval after reading untrusted text? A decision guide built on the ATLAS tool invocation and approval mitigations.

Oct 18, 20263 min read
AI Security

Replit agent deleted a production database: what was reported

What The Register reported about the July 2025 SaaStr and Replit database deletion incident, what remains unconfirmed, and what teams should take from it.

Oct 18, 20264 min read
AI Security

Registering MCP servers and agents in Guard: what the inventory does

Guard needs a record of each MCP server and agent to target policy, track health and block an agent. What registration involves and a few sharp edges.

Oct 18, 20263 min read
AI Security

Ten security questions to ask an AI vendor before you buy

Ten questions about data use, model providers, retention, access controls and incident handling for reviewing an AI vendor in your third-party process.

Oct 18, 20263 min read
AI Security

Prompt logs for debugging: sampling and redaction choices

You need some prompts to debug an AI feature, but not all of them. How to choose between full capture, sampling and metadata only, and who may read them.

Oct 18, 20263 min read
AI Security

Prompt injection risks in AI code review bots

A review bot reads untrusted text from pull requests. How indirect prompt injection applies to it, and the OWASP mitigations that matter most.

Oct 18, 20263 min read
AI Security

Prompt injection in SOC AI assistants: logs are untrusted input

Attackers control some of the text a SOC assistant reads. Learn how indirect prompt injection reaches log data and how to limit what the model can do.

Oct 18, 20263 min read

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