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        "triggers": 0,
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    "normalization": "validated trace; independently read category_id integers; own update_time checked field-by-field against original DB",
    "limitations": "Article fixture inserted/soft-marked via isolated PDO, not article endpoint acceptance; no unknown-ID/retry/invalid-length/permission/outage/performance claims"
}