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AI Security

What is AI auto-instrumentation and what does it record about prompts?

Auto-instrumentation adds tracing to AI apps without code changes. Learn what OpenTelemetry records for model calls and why prompt content needs opt-in.

Oct 18, 20264 min read
AI Security

What is a compound AI system and how do you secure one?

A compound AI system chains models with retrievers, tools and filters. Secure it by treating each hand-off as a trust boundary and limiting tool access.

Oct 18, 20265 min read
AI Security

What happens to security when everybody can write code?

When AI tools let anyone ship software, security must move from training each author to guardrails: secure defaults, review gates and clear ownership.

Oct 18, 20264 min read
AI Security

What does the rise of agentic AI mean for security teams?

Agentic AI acts without per-step approval, so permissions, identity and blast radius matter more than prompts. Here is how security teams should respond.

Oct 18, 20264 min read
AI Security

What are package hallucinations in AI-generated code?

A package hallucination is an AI suggestion for a dependency that does not exist. Verify each new package before install, since attackers can register it.

Oct 18, 20264 min read
AI Security

What are AI evals and how do you write useful ones?

AI evals are repeatable tests that score a model or agent on tasks you care about. Build them from real cases, score them, rerun them on every change.

Oct 18, 20264 min read
AI Security

What are the security highs and lows of vibe coding?

Vibe coding speeds up prototypes but ships code nobody read. Research shows AI assistants can raise insecure output and false confidence. Add guardrails.

Oct 18, 20265 min read
AI Security

Can you use an LLM to triage vulnerability reports safely?

Yes, if you treat report text as untrusted input, limit what the model can do, keep a human on decisions and log everything. A checklist for engineering teams.

Oct 18, 20264 min read
AI Security

How can generative AI help DevSecOps without adding new risk?

Generative AI can speed triage, review and fixes in DevSecOps, but its output is untrusted input. Add human review, least privilege and tests first.

Oct 18, 20264 min read

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