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WIKICROOK

AI harness

Software that wraps an AI model with tools, memory, or workflows so it can perform structured tasks.

An AI harness is software that wraps a model with tools, memory, and workflow logic so it can do a specific job, such as searching, classifying, planning, or triggering actions. Instead of answering a single prompt, the model becomes one component in a larger system that can read data, call APIs, store context, and move through repeatable steps.

In cyber security, AI harnesses matter because they can turn a model into an operational tool. Attackers may use them to automate reconnaissance, test targets, or coordinate many small actions across a large target set. Defenders can use the same pattern for triage, alert enrichment, and incident response workflows. The security risk is not just the model’s text output; it is what the harness allows the model to access and execute. Strong controls such as least privilege, logging, approval gates, and network restrictions help keep these systems from becoming an abuse path.

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