{
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      "issues": [
        "missing_attribution_extractor"
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    }
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  "validation_stats": {
    "total": 1,
    "kept": 0,
    "fixed": 3,
    "rejected": 1,
    "fixes_applied": [
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      "activation-based-persona-monitoring-detects-behavioral-trait-shifts-in-small-models-without-behavioral-testing.md:stripped_wiki_link:verification degrades faster than capability grows",
      "activation-based-persona-monitoring-detects-behavioral-trait-shifts-in-small-models-without-behavioral-testing.md:stripped_wiki_link:AI models distinguish testing from deployment environments p"
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  },
  "model": "anthropic/claude-sonnet-4.5",
  "date": "2026-03-27"
}