{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-09-22T15:40:17.010Z","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":33,"chapter_key":"33","release_date":"2025-03-04","last_updated":"2026-07-25T10:22:32.942Z","summary":"The narrative continues its focus on extensive side stories, reaching a major emotional climax for the character Lucy. Following a harrowing arc centered on her domestic abuse, this chapter provides a cathartic resolution as Lucy finally resolves to divorce her husband. This empowering decision is met with overwhelming enthusiasm from the readership, who celebrate her step towards healing and freedom. Fan discussion has already pivoted to her future, with many speculating about a potential romance with a knight named Joseph. The chapter balances this dramatic development with wholesome domestic scenes featuring the manga's other beloved couples. The children of Marceau, Catherine, and Yvonne are highlighted, with a nanny receiving praise for thoughtfully educating them. The main couple, Bianca and Zachary, share a quiet, intimate moment that is well-received, but the primary focus remains on the supporting cast. This chapter reinforces the series' established pattern of developing deep, interconnected side plots that explore themes of community, recovery, and the strength of familial and romantic bonds, often becoming as central to the reader experience as the main storyline.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"The narrative continues its focus on extensive side stories, reaching a major emotional climax for the character Lucy. Following a harrowing arc centered on her domestic abuse, this chapter provides a cathartic resolution as Lucy finally resolves to divorce her husband. This empowering decision is met with overwhelming enthusiasm from the readership, who celebrate her step towards healing and freedom. Fan discussion has already pivoted to her future, with many speculating about a potential romance with a knight named Joseph. The chapter balances this dramatic development with wholesome domestic scenes featuring the manga's other beloved couples. The children of Marceau, Catherine, and Yvonne are highlighted, with a nanny receiving praise for thoughtfully educating them. The main couple, Bianca and Zachary, share a quiet, intimate moment that is well-received, but the primary focus remains on the supporting cast. This chapter reinforces the series' established pattern of developing deep, interconnected side plots that explore themes of community, recovery, and the strength of familial and romantic bonds, often becoming as central to the reader experience as the main storyline.","key_events":[],"characters_involved":[],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"The narrative continues its focus on extensive side stories, reaching a major emotional climax for the character Lucy.","spoiler_summary":"The narrative continues its focus on extensive side stories, reaching a major emotional climax for the character Lucy. Following a harrowing arc centered on her domestic abuse, this chapter provides a cathartic resolution as Lucy finally resolves to divorce her husband. This empowering decision is met with overwhelming enthusiasm from the readership, who celebrate her step towards healing and freedom. Fan discussion has already pivoted to her future, with many speculating about a potential romance with a knight named Joseph. The chapter balances this dramatic development with wholesome domestic scenes featuring the manga's other beloved couples. The children of Marceau, Catherine, and Yvonne are highlighted, with a nanny receiving praise for thoughtfully educating them. The main couple, Bianca and Zachary, share a quiet, intimate moment that is well-received, but the primary focus remains on the supporting cast. This chapter reinforces the series' established pattern of developing deep, interconnected side plots that explore themes of community, recovery, and the strength of familial and romantic bonds, often becoming as central to the reader experience as the main storyline."},"source":{"canonical_path":"/series/marriage-of-convenience-245056/chapter-33","citation_title":"WebtoonLib — Marriage of Convenience #33","content_type":"chapter_summary","last_updated":"2026-09-22T15:40:17.010Z"},"data_status":"partial"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/marriage-of-convenience-245056"}}