phase 17: quote reserved word 'window' in aggregation SQL INSERT
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@@ -460,7 +460,7 @@ def assemble_trend_with_evidence(
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_UPSERT_TREND = """
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INSERT INTO trend_windows (
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entity_type, entity_id, window, trend_direction, trend_strength,
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entity_type, entity_id, "window", trend_direction, trend_strength,
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confidence, top_supporting_evidence, top_opposing_evidence,
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dominant_catalysts, material_risks, contradiction_score,
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disagreement_details, market_context, generated_at
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