{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-25T01:19:35.414Z","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":"Glass Wall","slug":"glass-wall-1f7b96"},"chapter":{"number":33,"release_date":"2025-05-16","last_updated":"2026-07-21T10:40:53.832Z","summary":"Once a pampered aristocrat, Liliana Pence's world shattered with her family's ruin, forcing her into the service of her former music teacher, Edward Carter, who has ironically become the very type of manipulative noble he once despised. While using Liliana as a pawn for revenge against her villainous ex-fiancé, Percy, a recent revelation concerning Edward's sister, Madeline, has cast his cruelty in a more tragic light. As a guilt-ridden Edward shows vulnerability, Liliana declares she is finally over him, a refreshing moment of strength that leaves readers conflicted about whether to root for his redemption or her ultimate escape.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"Once a pampered aristocrat, Liliana Pence's world shattered with her family's ruin, forcing her into the service of her former music teacher, Edward Carter, who has ironically become the very type of manipulative noble he once despised. While using Liliana as a pawn for revenge against her villainous ex-fiancé, Percy, a recent revelation concerning Edward's sister, Madeline, has cast his cruelty in a more tragic light. As a guilt-ridden Edward shows vulnerability, Liliana declares she is finally over him, a refreshing moment of strength that leaves readers conflicted about whether to root for his redemption or her ultimate escape.","key_events":[],"characters_involved":[],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"Once a pampered aristocrat, Liliana Pence's world shattered with her family's ruin, forcing her into the service of her former music teacher, Edward Carter, who has ironically become the very type of manipulative noble he once despised.","spoiler_summary":"Once a pampered aristocrat, Liliana Pence's world shattered with her family's ruin, forcing her into the service of her former music teacher, Edward Carter, who has ironically become the very type of manipulative noble he once despised. While using Liliana as a pawn for revenge against her villainous ex-fiancé, Percy, a recent revelation concerning Edward's sister, Madeline, has cast his cruelty in a more tragic light. As a guilt-ridden Edward shows vulnerability, Liliana declares she is finally over him, a refreshing moment of strength that leaves readers conflicted about whether to root for his redemption or her ultimate escape."},"source":{"canonical_path":"/series/glass-wall-1f7b96/chapter-33","citation_title":"WebtoonLib — Glass Wall #33","content_type":"chapter_summary","last_updated":"2026-07-25T01:19:35.414Z"},"data_status":"partial"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/glass-wall-1f7b96"}}