{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-25T16:27:32.144Z","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":"The Monstrous Duke's Adopted Daughter","slug":"the-monstrous-dukes-adopted-daughter-cc9902","original_title":"괴물 공작가의 계약 공녀"},"chapter":{"number":12,"release_date":"2025-03-08","last_updated":"2026-07-24T19:18:19.256Z","summary":"The chapter focuses on Marquis Speràdo's transparently false and sudden attempt to act as a loving father, a hypocritical shift that readers meet with universal disgust and derision. Having deduced the immense scale of Leslie's inherited power from the previous chapter's revelations, the Marquis's goal has pivoted from her murder to her exploitation. Readers are horrified by his new tactic: weaponizing fire, the very source of Leslie's recent trauma and attempted murder, to intimidate her into revealing her abilities. The community's intense hatred extends to the entire family, with readers questioning how the Marchioness could be complicit in abusing a child who so closely resembles her, theorizing that she copes by psychologically dehumanizing Leslie. The sister, Ellie, is also viewed as a victim of a different kind of abuse, having been groomed into sadism. Overwhelmingly, readers express extreme anxiety for Leslie's safety during her mandatory one-month stay in this trap, voicing a strong desire for a brutal, fiery revenge against her abusers and eagerly awaiting her escape.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"The chapter focuses on Marquis Speràdo's transparently false and sudden attempt to act as a loving father, a hypocritical shift that readers meet with universal disgust and derision. Having deduced the immense scale of Leslie's inherited power from the previous chapter's revelations, the Marquis's goal has pivoted from her murder to her exploitation. Readers are horrified by his new tactic: weaponizing fire, the very source of Leslie's recent trauma and attempted murder, to intimidate her into revealing her abilities. The community's intense hatred extends to the entire family, with readers questioning how the Marchioness could be complicit in abusing a child who so closely resembles her, theorizing that she copes by psychologically dehumanizing Leslie. The sister, Ellie, is also viewed as a victim of a different kind of abuse, having been groomed into sadism. Overwhelmingly, readers express extreme anxiety for Leslie's safety during her mandatory one-month stay in this trap, voicing a strong desire for a brutal, fiery revenge against her abusers and eagerly awaiting her escape.","key_events":[],"characters_involved":[],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"The chapter focuses on Marquis Speràdo's transparently false and sudden attempt to act as a loving father, a hypocritical shift that readers meet with universal disgust and derision.","spoiler_summary":"The chapter focuses on Marquis Speràdo's transparently false and sudden attempt to act as a loving father, a hypocritical shift that readers meet with universal disgust and derision. Having deduced the immense scale of Leslie's inherited power from the previous chapter's revelations, the Marquis's goal has pivoted from her murder to her exploitation. Readers are horrified by his new tactic: weaponizing fire, the very source of Leslie's recent trauma and attempted murder, to intimidate her into revealing her abilities. The community's intense hatred extends to the entire family, with readers questioning how the Marchioness could be complicit in abusing a child who so closely resembles her, theorizing that she copes by psychologically dehumanizing Leslie. The sister, Ellie, is also viewed as a victim of a different kind of abuse, having been groomed into sadism. Overwhelmingly, readers express extreme anxiety for Leslie's safety during her mandatory one-month stay in this trap, voicing a strong desire for a brutal, fiery revenge against her abusers and eagerly awaiting her escape."},"source":{"canonical_path":"/series/the-monstrous-dukes-adopted-daughter-cc9902/chapter-12","citation_title":"WebtoonLib — The Monstrous Duke's Adopted Daughter #12","content_type":"chapter_summary","last_updated":"2026-07-25T16:27:32.144Z"},"data_status":"partial"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/the-monstrous-dukes-adopted-daughter-cc9902"}}