Human-in-the-Loop Systemspolicy

How does Junmarvi keep humans accountable when AI assists development?

Human-in-the-loop engineering keeps people accountable for decisions, verification, security, and release authority.

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Owner gates keep consequential AI-assisted actions explicitly human-authorized.

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Keep credentials out of AI context and repositories; use protected configuration and explicit access boundaries.

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Define engineering, workflow, and security rules before AI tooling is allowed to act.

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