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A model's output feeds a shell command, a SQL query and a web page. What is your threat model?

Model output is attacker-influenced data by construction, because the model reads attacker-influenced input. Every rule you already apply to user input applies here, and teams forget because the text came from a system they built.

Updated Sep 2026 · Grounded in researched DevOps, SRE and platform engineering interview loops, written to a senior-engineer editorial bar, and never padded to hit a word count.

Model output is attacker-influenced data by construction, because the model reads attacker-influenced input. Every rule you already apply to user input applies here, and teams forget because the text came from a system they built.

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