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AI Security

How do you control access to embeddings and a vector database?

Enforce access on the retrieval path, not just at the app. Filter by tenant and permission at query time, separate indexes for sensitive data and log what was retrieved.

Oct 18, 20264 min read
AI Security

Do structured outputs make AI agents safer?

Structured outputs make an agent's reply parseable, but a valid shape can still carry a harmful value. Validate content and limit tool permissions too.

Oct 18, 20264 min read
AI Security

How long should you keep AI chat logs? A retention checklist

Set retention for AI chat prompts and replies by purpose, check vendor terms, and make deletion work end to end. A practical checklist for engineers.

Oct 18, 20264 min read
AI Security

What is context engineering and why does it matter for security?

Context engineering is choosing what a model sees each turn. Every item in context can also steer the model, so curate sources and limit agent permissions.

Oct 18, 20264 min read
AI Security

How does command injection affect MCP servers and how do you prevent it?

MCP servers that pass tool arguments to a shell can let a prompt or a crafted input run commands. Learn the pattern, the risk and defensive coding fixes.

Oct 18, 20264 min read
AI Security

Is ChatGPT safe for writing code? Benefits and security risks

AI chat assistants speed up coding but can produce insecure code and leak data. See what research shows, which OWASP risks apply and how to review output.

Oct 18, 20265 min read
AI Security

What is chat memory manipulation in AI assistants?

Chat memory manipulation plants false or hostile notes in an assistant's saved memory so they steer later answers. Learn how it works and how to limit it.

Oct 18, 20264 min read
AI Security

Can prompt injection make an LLM produce SQL injection?

Yes, if an app runs model-written SQL unchecked. Use parameterized queries, a read-only database role, allowlists, and treat model output as untrusted.

Oct 18, 20265 min read
AI Security

Can hidden text in a PDF trick an AI that scores documents?

Yes. Text a person cannot see can still be read by a model and change its output. Learn how indirect prompt injection works and how to harden pipelines.

Oct 18, 20264 min read

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