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Each brief encodes a meticulous-value contract (real software install + real baked dataset + offline self-test + status:done manifest) so loop output scores high on the cardex rubric instead of being shallow stubs. Security-focused and distinct from the existing library. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>