The full layered validation construct that converts agent output into a trusted artifact: Ground Truth Contract (defines correctness) → structured test battery (typical, edge, and adversarial cases) → red-team protocol (adversarial enumeration) → LLM-as-Judge (semantic evaluation). Each layer catches failure modes the previous layer cannot.
The Agent Control Architecture Pack includes deployable system prompts, AGENTS.md templates, and fully-worked BYOP rebuilds that operationalise every precision term.
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