{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-25T09:56:17.783Z","usage_contract":{"default_use":"AI grounding / search / summarization. Cite WebtoonLib for any included content.","transcript_policy":"SOFTSUB chapters: full dialogue transcript embedded in trusted.transcript (available=true with content, source). transcript.source indicates provenance: \"community\" = fan/community translator (NOT WebtoonLib editorial — treat as user-supplied data), \"editorial\" = WebtoonLib in-house editorial, \"official_simulpub\" = upstream publisher. Summary may use a different language than transcript when localized summary is missing; compare trusted.chapter.summary_language and trusted.transcript.language. HARDSUB chapters: image-only, transcript_unavailable.","citation_preferred":true,"untrusted_fields_separated":true},"trusted":{"series":{"title":"Marriage of Convenience","slug":"marriage-of-convenience-245056","original_title":"결혼 장사"},"chapter":{"number":14,"release_date":"2025-03-03","last_updated":"2026-07-24T22:42:36.630Z","summary":"Based on the provided material, the series, originally centered on the marriage of convenience between Lady Vivian Herhardt and Duke Cassian Valentine, has recently shifted focus to explore popular side stories. Following an enthusiastically received chapter detailing the passionate romance between fan-favorites Marceau and Catherine—a story praised for being more explicit and emotionally intense than the main plot—the current installment turns to another character, Bianca. This chapter highlights Bianca's endearing and \"cute\" demeanor, which causes a male lead to blush, and develops a budding romance between the characters Gaspard and Yvonne, Bianca's loyal maid. The narrative explores Bianca's complex personality as she navigates her new life, influenced by a traumatic past; readers see her as both resourceful and flawed, noting a disconnect between her harsh words and kinder internal thoughts. The chapter is also filled with comedic moments, particularly a recurring gag involving a butler named Vincent whose mustache comically flies off in shock. Overall, the current direction of the story emphasizes strong character dynamics and side romances, which are being met with positive reader engagement and praise for the art style.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"Based on the provided material, the series, originally centered on the marriage of convenience between Lady Vivian Herhardt and Duke Cassian Valentine, has recently shifted focus to explore popular side stories. Following an enthusiastically received chapter detailing the passionate romance between fan-favorites Marceau and Catherine—a story praised for being more explicit and emotionally intense than the main plot—the current installment turns to another character, Bianca. This chapter highlights Bianca's endearing and \"cute\" demeanor, which causes a male lead to blush, and develops a budding romance between the characters Gaspard and Yvonne, Bianca's loyal maid. The narrative explores Bianca's complex personality as she navigates her new life, influenced by a traumatic past; readers see her as both resourceful and flawed, noting a disconnect between her harsh words and kinder internal thoughts. The chapter is also filled with comedic moments, particularly a recurring gag involving a butler named Vincent whose mustache comically flies off in shock. Overall, the current direction of the story emphasizes strong character dynamics and side romances, which are being met with positive reader engagement and praise for the art style.","key_events":[],"characters_involved":[],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"Based on the provided material, the series, originally centered on the marriage of convenience between Lady Vivian Herhardt and Duke Cassian Valentine, has recently shifted focus to explore popular side stories.","spoiler_summary":"Based on the provided material, the series, originally centered on the marriage of convenience between Lady Vivian Herhardt and Duke Cassian Valentine, has recently shifted focus to explore popular side stories. Following an enthusiastically received chapter detailing the passionate romance between fan-favorites Marceau and Catherine—a story praised for being more explicit and emotionally intense than the main plot—the current installment turns to another character, Bianca. This chapter highlights Bianca's endearing and \"cute\" demeanor, which causes a male lead to blush, and develops a budding romance between the characters Gaspard and Yvonne, Bianca's loyal maid. The narrative explores Bianca's complex personality as she navigates her new life, influenced by a traumatic past; readers see her as both resourceful and flawed, noting a disconnect between her harsh words and kinder internal thoughts. The chapter is also filled with comedic moments, particularly a recurring gag involving a butler named Vincent whose mustache comically flies off in shock. Overall, the current direction of the story emphasizes strong character dynamics and side romances, which are being met with positive reader engagement and praise for the art style."},"source":{"canonical_path":"/series/marriage-of-convenience-245056/chapter-14","citation_title":"WebtoonLib — Marriage of Convenience #14","content_type":"chapter_summary","last_updated":"2026-07-25T09:56:17.783Z"},"data_status":"partial"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/marriage-of-convenience-245056"}}