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"violated_contract": "A plausibility bound on dates must be expressed relative to the data's own reference date. A hardcoded absolute year or date inverts once real time passes it: it stops rejecting implausible values and starts discarding every valid one, silently.",
"canonical_prevention": "Bound extracted or user-supplied dates against a reference date carried with the content (e.g. utils.llm.temporal.normalize_extracted_dates, which offsets from the conversation's own date), never against a literal calendar year in code or in an LLM prompt.",