{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-09-22T15:40:20.017Z","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":82,"chapter_key":"82","release_date":"2025-03-04","last_updated":"2026-07-28T08:55:30.453Z","summary":"This chapter focuses on the protagonist, Bianca, as she is persistently harassed by unwanted suitors, including a prince named Jacob and a character readers identify as a \"creepy bard\" named Ferdinand. These men refuse to accept her rejections, causing significant frustration among the audience who view them as annoying \"gnats.\" The central conflict culminates in a climactic and overwhelmingly celebrated moment when Bianca, in a powerful public display, shuts down an advance by proudly declaring, \"That's my man,\" upon the arrival of her husband, Zachary. This declaration is lauded by readers as an iconic, cathartic, and \"boss lady\" moment that solidifies her character development. Following a previous chapter that established her assertive nature through a confrontation with a maid, this public claim on her husband is seen as a triumphant affirmation of her and Zachary's bond, transforming their \"marriage of convenience\" into a proud and genuine partnership while decisively warding off her unwanted admirers.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"This chapter focuses on the protagonist, Bianca, as she is persistently harassed by unwanted suitors, including a prince named Jacob and a character readers identify as a \"creepy bard\" named Ferdinand. These men refuse to accept her rejections, causing significant frustration among the audience who view them as annoying \"gnats.\" The central conflict culminates in a climactic and overwhelmingly celebrated moment when Bianca, in a powerful public display, shuts down an advance by proudly declaring, \"That's my man,\" upon the arrival of her husband, Zachary. This declaration is lauded by readers as an iconic, cathartic, and \"boss lady\" moment that solidifies her character development. Following a previous chapter that established her assertive nature through a confrontation with a maid, this public claim on her husband is seen as a triumphant affirmation of her and Zachary's bond, transforming their \"marriage of convenience\" into a proud and genuine partnership while decisively warding off her unwanted admirers.","key_events":[],"characters_involved":[],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"This chapter focuses on the protagonist, Bianca, as she is persistently harassed by unwanted suitors, including a prince named Jacob and a character readers identify as a \"creepy bard\" named Ferdinand.","spoiler_summary":"This chapter focuses on the protagonist, Bianca, as she is persistently harassed by unwanted suitors, including a prince named Jacob and a character readers identify as a \"creepy bard\" named Ferdinand. These men refuse to accept her rejections, causing significant frustration among the audience who view them as annoying \"gnats.\" The central conflict culminates in a climactic and overwhelmingly celebrated moment when Bianca, in a powerful public display, shuts down an advance by proudly declaring, \"That's my man,\" upon the arrival of her husband, Zachary. This declaration is lauded by readers as an iconic, cathartic, and \"boss lady\" moment that solidifies her character development. Following a previous chapter that established her assertive nature through a confrontation with a maid, this public claim on her husband is seen as a triumphant affirmation of her and Zachary's bond, transforming their \"marriage of convenience\" into a proud and genuine partnership while decisively warding off her unwanted admirers."},"source":{"canonical_path":"/series/marriage-of-convenience-245056/chapter-82","citation_title":"WebtoonLib — Marriage of Convenience #82","content_type":"chapter_summary","last_updated":"2026-09-22T15:40:20.017Z"},"data_status":"partial"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/marriage-of-convenience-245056"}}