{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-25T10:52:42.594Z","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":55,"release_date":"2025-03-04","last_updated":"2026-07-23T20:11:33.099Z","summary":"The current chapter introduces a significant new character, a handsome, long-haired man named Fernand, whose sudden appearance has been met with overwhelming suspicion from readers. He is immediately labeled a \"red flag\" and a potential antagonist, with many fans expressing their desire for him to stay away from the main couple despite his good looks. His introduction, particularly the line referring to him as Bianca's \"beloved,\" has sparked intense speculation, with some readers theorizing that the scene—depicting Bianca with short hair in an abbey—is a flashback or a glimpse into a tragic past timeline. This new external conflict interrupts the established slow-burn romance between Bianca and her husband, Zachary, whose relationship was previously characterized by Bianca's comically clumsy attempts at intimacy and Zachary's distant demeanor. Alongside the alarm caused by Fernand, readers have shown great affection for a young, sweet character named Nicola, and continue to praise the manga's detailed art style, with particular appreciation for the rendering of hands. The chapter thus creates a tense narrative shift, introducing a potential threat to the central relationship while also developing its supporting cast and world.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"The current chapter introduces a significant new character, a handsome, long-haired man named Fernand, whose sudden appearance has been met with overwhelming suspicion from readers. He is immediately labeled a \"red flag\" and a potential antagonist, with many fans expressing their desire for him to stay away from the main couple despite his good looks. His introduction, particularly the line referring to him as Bianca's \"beloved,\" has sparked intense speculation, with some readers theorizing that the scene—depicting Bianca with short hair in an abbey—is a flashback or a glimpse into a tragic past timeline. This new external conflict interrupts the established slow-burn romance between Bianca and her husband, Zachary, whose relationship was previously characterized by Bianca's comically clumsy attempts at intimacy and Zachary's distant demeanor. Alongside the alarm caused by Fernand, readers have shown great affection for a young, sweet character named Nicola, and continue to praise the manga's detailed art style, with particular appreciation for the rendering of hands. The chapter thus creates a tense narrative shift, introducing a potential threat to the central relationship while also developing its supporting cast and world.","key_events":[],"characters_involved":[],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"The current chapter introduces a significant new character, a handsome, long-haired man named Fernand, whose sudden appearance has been met with overwhelming suspicion from readers.","spoiler_summary":"The current chapter introduces a significant new character, a handsome, long-haired man named Fernand, whose sudden appearance has been met with overwhelming suspicion from readers. He is immediately labeled a \"red flag\" and a potential antagonist, with many fans expressing their desire for him to stay away from the main couple despite his good looks. His introduction, particularly the line referring to him as Bianca's \"beloved,\" has sparked intense speculation, with some readers theorizing that the scene—depicting Bianca with short hair in an abbey—is a flashback or a glimpse into a tragic past timeline. This new external conflict interrupts the established slow-burn romance between Bianca and her husband, Zachary, whose relationship was previously characterized by Bianca's comically clumsy attempts at intimacy and Zachary's distant demeanor. Alongside the alarm caused by Fernand, readers have shown great affection for a young, sweet character named Nicola, and continue to praise the manga's detailed art style, with particular appreciation for the rendering of hands. The chapter thus creates a tense narrative shift, introducing a potential threat to the central relationship while also developing its supporting cast and world."},"source":{"canonical_path":"/series/marriage-of-convenience-245056/chapter-55","citation_title":"WebtoonLib — Marriage of Convenience #55","content_type":"chapter_summary","last_updated":"2026-07-25T10:52:42.594Z"},"data_status":"partial"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/marriage-of-convenience-245056"}}