{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-25T10:53:00.944Z","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":97,"release_date":"2025-03-04","last_updated":"2026-02-02T02:27:46.988Z","summary":"Picking up directly from the previous chapter's cliffhanger, the narrative focuses on Bianca being physically accosted by a man named Fernand, who is acting on the manipulative orders of the second prince, Jacob. Fernand attempts to intimidate Bianca into silence with the illogical threat that screaming for help would make others assume they are lovers. The tense confrontation is decisively resolved not by a male lead, but by the heroic intervention of Bianca's loyal maid, Yvonne, who physically incapacitates Fernand to protect her mistress. This act has ignited an overwhelmingly positive reader response, with fans celebrating Yvonne as the chapter's \"MVP\" and a \"heroine\" in a powerful display of female strength. This praise is contrasted with intense fury toward the \"disgusting\" new antagonists, whose motivations are dismissed as an \"unhealthy obsession\" and lazy writing. While Yvonne's rescue is lauded, many readers also express frustration with Bianca's \"stupid move\" of being alone and her passive response, calling for her to learn self-defense to break the relentless cycle of conflict.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"Picking up directly from the previous chapter's cliffhanger, the narrative focuses on Bianca being physically accosted by a man named Fernand, who is acting on the manipulative orders of the second prince, Jacob. Fernand attempts to intimidate Bianca into silence with the illogical threat that screaming for help would make others assume they are lovers. The tense confrontation is decisively resolved not by a male lead, but by the heroic intervention of Bianca's loyal maid, Yvonne, who physically incapacitates Fernand to protect her mistress. This act has ignited an overwhelmingly positive reader response, with fans celebrating Yvonne as the chapter's \"MVP\" and a \"heroine\" in a powerful display of female strength. This praise is contrasted with intense fury toward the \"disgusting\" new antagonists, whose motivations are dismissed as an \"unhealthy obsession\" and lazy writing. While Yvonne's rescue is lauded, many readers also express frustration with Bianca's \"stupid move\" of being alone and her passive response, calling for her to learn self-defense to break the relentless cycle of conflict.","key_events":[],"characters_involved":[],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"Picking up directly from the previous chapter's cliffhanger, the narrative focuses on Bianca being physically accosted by a man named Fernand, who is acting on the manipulative orders of the second prince, Jacob.","spoiler_summary":"Picking up directly from the previous chapter's cliffhanger, the narrative focuses on Bianca being physically accosted by a man named Fernand, who is acting on the manipulative orders of the second prince, Jacob. Fernand attempts to intimidate Bianca into silence with the illogical threat that screaming for help would make others assume they are lovers. The tense confrontation is decisively resolved not by a male lead, but by the heroic intervention of Bianca's loyal maid, Yvonne, who physically incapacitates Fernand to protect her mistress. This act has ignited an overwhelmingly positive reader response, with fans celebrating Yvonne as the chapter's \"MVP\" and a \"heroine\" in a powerful display of female strength. This praise is contrasted with intense fury toward the \"disgusting\" new antagonists, whose motivations are dismissed as an \"unhealthy obsession\" and lazy writing. While Yvonne's rescue is lauded, many readers also express frustration with Bianca's \"stupid move\" of being alone and her passive response, calling for her to learn self-defense to break the relentless cycle of conflict."},"source":{"canonical_path":"/series/marriage-of-convenience-245056/chapter-97","citation_title":"WebtoonLib — Marriage of Convenience #97","content_type":"chapter_summary","last_updated":"2026-07-25T10:53:00.944Z"},"data_status":"partial"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/marriage-of-convenience-245056"}}