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AI Security

Keras safe_mode and Lambda layers: why model files can run code

Keras load_model has a safe_mode flag that blocks unsafe Lambda deserialization in v3 files. Here is what it covers and why you should leave it on.

Oct 18, 20264 min read
AI Security

Jailbreak or prompt injection: which term fits your incident?

Jailbreaking is a form of prompt injection aimed at removing safety rules. A short guide to choosing the right term in tickets, reports and audits.

Oct 18, 20263 min read
AI Security

Is the NIST AI RMF mandatory? What voluntary really means

The NIST AI RMF is voluntary and not a certification, but contracts, customers or other rules may still point to it. How closely should you follow it?

Oct 18, 20263 min read
AI Security

Is an LLM judge guardrail enough to stop prompt injection?

A second model that screens inputs and outputs is useful, but it can be injected too. Why guardrail models are one layer and what to pair them with.

Oct 18, 20263 min read
AI Security

How to inspect a pickle model file without running it

Use pickletools to list the imports and opcodes in a pickle model file without executing it, and learn which opcodes matter when you review one.

Oct 18, 20263 min read
AI Security

Input or output moderation: where to filter LLM content

Should a content filter check what users send, what the model returns, or both? A decision guide for AI products with real users, with the trade-offs.

Oct 18, 20263 min read
AI Security

Hypothesis-driven threat hunting with an AI assistant

How to use an LLM in a threat hunt without losing rigor: write the hypothesis first, let the model draft queries, and verify every result against raw data.

Oct 18, 20263 min read
AI Security

Human approval for LLM tool calls: what the approver must see

Human in the loop only works if the approver sees the exact action. What to show, which actions to gate, and how to avoid rubber stamp fatigue.

Oct 18, 20263 min read
AI Security

Hugging Face scan results: what a clean badge does and does not mean

The Hub scans uploads with ClamAV, a pickle import check and partner scanners. A clean result lowers risk but is not proof a model is safe to load.

Oct 18, 20263 min read

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