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"head would suggest" drew from the whole negative pool, which INCLUDES the images the operator rejected. A rejected near-miss (e.g. an orc under "goblin") is a hard negative that still scores high, so it kept resurfacing as a fresh suggestion every run (operator-flagged: "same items keep appearing"). Exclude already-rejected ids from the suggest list — once you've said no, it's gone. (head doubts = lowest-scoring positives is unchanged; genuinely-hard true positives legitimately recur there.) Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>