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D6/F13: Stage-2 fabricated-URL candidate-set membership check — needs PI sign-off #3

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@NolanMasc17

Stage 2 currently accepts fabricated homepages because there is no candidate-set membership check. Test tests/test_adversarial_llm_outputs.py:296 is marked xfail(strict=True) documenting this gap. Fixing requires adding a candidate_urls parameter and membership check to parse_official_site_result, which changes pipeline logic. Needs PI decision before touching.

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