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Knowledge Center

Direct answers to the questions that come up as teams put AI agents into production — what the terms mean, how the pieces differ, and where the risk actually sits.

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By entry type

Explainer Observability & Detection

Agent Harnesses

What actually turns a model into an agent — and why security controls have to target that layer, not the model itself.

Explainer Remediation

Agent Lifecycle Hooks

Where hooks sit in an agent's execution, what they can and can't protect against, and how they compare across major platforms.

Comparison Protocols & Interoperability

MCP vs Skills

MCP servers and agent skills solve different problems and are often confused as competing standards. Here's the actual architectural difference, and the security distinction most comparisons miss.