{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-25T10:53:06.679Z","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":96,"release_date":"2025-03-04","last_updated":"2026-02-02T02:27:46.961Z","summary":"Following her calculated social takedown of courtly rivals, Bianca’s moment of triumph is abruptly cut short by the emergence of a new, more direct threat. The satisfaction from her \"harvest\" of vengeance gives way to widespread reader frustration as new antagonists, a man named Fernand and a second prince, immediately target her. The chapter’s climax sees Fernand physically accosting Bianca, grabbing her while she is inexplicably alone, an act that has drawn intense anger from the audience. Readers are exasperated by the relentless cycle of conflict, with many questioning the narrative logic of Bianca being without her guards or maid so soon after proving her strategic prowess. This perceived lapse in judgment has become a major point of criticism, overshadowing her recent victory. The overwhelming sentiment is one of fatigue and fury, as fans call for the permanent removal of these new \"pests\" and lament that Bianca has been thrown from the frying pan of social slander directly into the fire of physical confrontation.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"Following her calculated social takedown of courtly rivals, Bianca’s moment of triumph is abruptly cut short by the emergence of a new, more direct threat. The satisfaction from her \"harvest\" of vengeance gives way to widespread reader frustration as new antagonists, a man named Fernand and a second prince, immediately target her. The chapter’s climax sees Fernand physically accosting Bianca, grabbing her while she is inexplicably alone, an act that has drawn intense anger from the audience. Readers are exasperated by the relentless cycle of conflict, with many questioning the narrative logic of Bianca being without her guards or maid so soon after proving her strategic prowess. This perceived lapse in judgment has become a major point of criticism, overshadowing her recent victory. The overwhelming sentiment is one of fatigue and fury, as fans call for the permanent removal of these new \"pests\" and lament that Bianca has been thrown from the frying pan of social slander directly into the fire of physical confrontation.","key_events":[],"characters_involved":[],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"Following her calculated social takedown of courtly rivals, Bianca’s moment of triumph is abruptly cut short by the emergence of a new, more direct threat.","spoiler_summary":"Following her calculated social takedown of courtly rivals, Bianca’s moment of triumph is abruptly cut short by the emergence of a new, more direct threat. The satisfaction from her \"harvest\" of vengeance gives way to widespread reader frustration as new antagonists, a man named Fernand and a second prince, immediately target her. The chapter’s climax sees Fernand physically accosting Bianca, grabbing her while she is inexplicably alone, an act that has drawn intense anger from the audience. Readers are exasperated by the relentless cycle of conflict, with many questioning the narrative logic of Bianca being without her guards or maid so soon after proving her strategic prowess. This perceived lapse in judgment has become a major point of criticism, overshadowing her recent victory. The overwhelming sentiment is one of fatigue and fury, as fans call for the permanent removal of these new \"pests\" and lament that Bianca has been thrown from the frying pan of social slander directly into the fire of physical confrontation."},"source":{"canonical_path":"/series/marriage-of-convenience-245056/chapter-96","citation_title":"WebtoonLib — Marriage of Convenience #96","content_type":"chapter_summary","last_updated":"2026-07-25T10:53:06.679Z"},"data_status":"partial"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/marriage-of-convenience-245056"}}