{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-27T00:10:17.675Z","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 Makeup Remover","slug":"the-makeup-remover-72844b"},"chapter":{"number":97,"release_date":"2025-05-13","last_updated":"2026-07-25T23:49:44.322Z","summary":"Following the public exposure of the manipulative Seongwoo and a heartfelt love confession from Yuseong, the narrative shifts from high-stakes competition to a moment of profound emotional intimacy. The latest chapter focuses on the developing relationship between Yeseul and Yuseong, eliciting a powerful, tearful reaction from readers. Fan comments overwhelmingly celebrate Yuseong as the ultimate \"green flag,\" a supportive partner who, from the beginning, has valued Yeseul for her true self. This sentiment is crystallized in a touching scene that apparently highlights Yeseul's natural appearance, as readers express their joy at seeing her \"bare face\" again. This tender moment of acceptance serves as a crucial step in Yeseul's healing journey, providing a stark contrast between the toxic control she endured and the genuine affirmation she now receives from Yuseong, reinforcing the manga's core theme of finding self-worth beyond external appearances.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"Following the public exposure of the manipulative Seongwoo and a heartfelt love confession from Yuseong, the narrative shifts from high-stakes competition to a moment of profound emotional intimacy. The latest chapter focuses on the developing relationship between Yeseul and Yuseong, eliciting a powerful, tearful reaction from readers. Fan comments overwhelmingly celebrate Yuseong as the ultimate \"green flag,\" a supportive partner who, from the beginning, has valued Yeseul for her true self. This sentiment is crystallized in a touching scene that apparently highlights Yeseul's natural appearance, as readers express their joy at seeing her \"bare face\" again. This tender moment of acceptance serves as a crucial step in Yeseul's healing journey, providing a stark contrast between the toxic control she endured and the genuine affirmation she now receives from Yuseong, reinforcing the manga's core theme of finding self-worth beyond external appearances.","key_events":["Yeseul appears with her 'bare face' in an intimate moment with Yuseong, symbolizing her self-acceptance."],"characters_involved":[],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"Following the public exposure of the manipulative Seongwoo and a heartfelt love confession from Yuseong, the narrative shifts from high-stakes competition to a moment of profound emotional intimacy.","spoiler_summary":"Following the public exposure of the manipulative Seongwoo and a heartfelt love confession from Yuseong, the narrative shifts from high-stakes competition to a moment of profound emotional intimacy. The latest chapter focuses on the developing relationship between Yeseul and Yuseong, eliciting a powerful, tearful reaction from readers. Fan comments overwhelmingly celebrate Yuseong as the ultimate \"green flag,\" a supportive partner who, from the beginning, has valued Yeseul for her true self. This sentiment is crystallized in a touching scene that apparently highlights Yeseul's natural appearance, as readers express their joy at seeing her \"bare face\" again. This tender moment of acceptance serves as a crucial step in Yeseul's healing journey, providing a stark contrast between the toxic control she endured and the genuine affirmation she now receives from Yuseong, reinforcing the manga's core theme of finding self-worth beyond external appearances."},"source":{"canonical_path":"/series/the-makeup-remover-72844b/chapter-97","citation_title":"WebtoonLib — The Makeup Remover #97","content_type":"chapter_summary","last_updated":"2026-07-27T00:10:17.675Z"},"data_status":"complete"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/the-makeup-remover-72844b"}}