Articles
Protect Student Data Before You Share Anything with AI
Reduce an AI request to the minimum permitted evidence, replace real values when possible, and stop when sanitization cannot protect the material.
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Articles
Reduce an AI request to the minimum permitted evidence, replace real values when possible, and stop when sanitization cannot protect the material.
Articles
Select an AI-agent surface by data location, execution continuity, permissions, reviewability, and export—not a product leaderboard.
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Establish Mac ownership, account roles, FileVault recovery access, software updates, and a safe starting record before installing course tools.
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Establish Windows account ownership, daily privileges, Windows Hello, updates, recovery, and institution-management boundaries.
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Inspect Linux identities, separate daily work from administrative elevation, and verify sudo access without weakening account security.
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Verify Windows drive encryption, recovery-key custody, edition differences, and non-destructive recovery access.
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Read Linux ownership and mode bits, explain directory permissions, and practice least-privilege changes in a disposable folder.
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Evaluate every segment, target, privilege, network action, and secret exposure before running an unfamiliar command.
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Review generated code line by line for requirements, assumptions, dependencies, tests, security, scope, and explainability.