{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-24T10:56:50.237Z","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":1,"release_date":"2025-03-03","last_updated":"2026-07-24T01:43:57.864Z","summary":"Based on reader commentary, this chapter introduces Bianca and Zachary, a couple married for eight years. The central point of discussion is their history: Bianca is now 19, meaning she was married at the age of 11. The chapter likely depicts Zachary's return from war, where he observes his wife \"shrieking at the heavens.\" His calm, deadpan reaction—\"She looks well\"—is a highlight for readers, who see him as a promising and understanding male lead. The narrative is implied to be a second-chance or time-regression story, where Bianca, who was considered a \"wicked\" and frivolous wife in her first life, now has an opportunity for redemption. Readers largely sympathize with her past behavior, attributing her immaturity to being a neglected child bride who was left alone and spoiled with material possessions but lacked proper guidance. A significant conflict point is the pressure from servants and others for the couple to produce an heir, which readers find absurd given that Bianca was a child for most of the marriage. The unconsummated nature of their union is a key element, with readers praising Zachary for respecting Bianca's youth. The chapter sets up a dynamic of comedy and redemption against the backdrop of a controversial child marriage.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"Based on reader commentary, this chapter introduces Bianca and Zachary, a couple married for eight years. The central point of discussion is their history: Bianca is now 19, meaning she was married at the age of 11. The chapter likely depicts Zachary's return from war, where he observes his wife \"shrieking at the heavens.\" His calm, deadpan reaction—\"She looks well\"—is a highlight for readers, who see him as a promising and understanding male lead. The narrative is implied to be a second-chance or time-regression story, where Bianca, who was considered a \"wicked\" and frivolous wife in her first life, now has an opportunity for redemption. Readers largely sympathize with her past behavior, attributing her immaturity to being a neglected child bride who was left alone and spoiled with material possessions but lacked proper guidance. A significant conflict point is the pressure from servants and others for the couple to produce an heir, which readers find absurd given that Bianca was a child for most of the marriage. The unconsummated nature of their union is a key element, with readers praising Zachary for respecting Bianca's youth. The chapter sets up a dynamic of comedy and redemption against the backdrop of a controversial child marriage.","key_events":[],"characters_involved":[],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"Based on reader commentary, this chapter introduces Bianca and Zachary, a couple married for eight years.","spoiler_summary":"Based on reader commentary, this chapter introduces Bianca and Zachary, a couple married for eight years. The central point of discussion is their history: Bianca is now 19, meaning she was married at the age of 11. The chapter likely depicts Zachary's return from war, where he observes his wife \"shrieking at the heavens.\" His calm, deadpan reaction—\"She looks well\"—is a highlight for readers, who see him as a promising and understanding male lead. The narrative is implied to be a second-chance or time-regression story, where Bianca, who was considered a \"wicked\" and frivolous wife in her first life, now has an opportunity for redemption. Readers largely sympathize with her past behavior, attributing her immaturity to being a neglected child bride who was left alone and spoiled with material possessions but lacked proper guidance. A significant conflict point is the pressure from servants and others for the couple to produce an heir, which readers find absurd given that Bianca was a child for most of the marriage. The unconsummated nature of their union is a key element, with readers praising Zachary for respecting Bianca's youth. The chapter sets up a dynamic of comedy and redemption against the backdrop of a controversial child marriage."},"source":{"canonical_path":"/series/marriage-of-convenience-245056/chapter-1","citation_title":"WebtoonLib — Marriage of Convenience #1","content_type":"chapter_summary","last_updated":"2026-07-24T10:56:50.237Z"},"data_status":"partial"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/marriage-of-convenience-245056"}}