{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-24T23:05:32.976Z","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":81,"release_date":"2025-05-16","last_updated":"2026-07-21T13:44:42.111Z","summary":"The agonizing stalemate shatters with a shocking flashback, revealing a long-hidden truth: Liliana's own father had asked Edward to spurn her. This revelation reframes Edward's past cruelty just as the narrative pivots from despair to intimacy. The relentless angst gives way to a chapter filled with tender moments and palpable tension, highlighted by a heated waist pull that has readers swooning. Ending on a rare, positive cliffhanger, the story finally offers a moment of reprieve and a glimmer of hope that the tormented couple may be on the verge of healing their wounds.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"The agonizing stalemate shatters with a shocking flashback, revealing a long-hidden truth: Liliana's own father had asked Edward to spurn her. This revelation reframes Edward's past cruelty just as the narrative pivots from despair to intimacy. The relentless angst gives way to a chapter filled with tender moments and palpable tension, highlighted by a heated waist pull that has readers swooning. Ending on a rare, positive cliffhanger, the story finally offers a moment of reprieve and a glimmer of hope that the tormented couple may be on the verge of healing their wounds.","key_events":["Flashback reveals Liliana's father begged Edward to leave her, explaining Edward's past coldness."],"characters_involved":[],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"The agonizing stalemate shatters with a shocking flashback, revealing a long-hidden truth: Liliana's own father had asked Edward to spurn her.","spoiler_summary":"The agonizing stalemate shatters with a shocking flashback, revealing a long-hidden truth: Liliana's own father had asked Edward to spurn her. This revelation reframes Edward's past cruelty just as the narrative pivots from despair to intimacy. The relentless angst gives way to a chapter filled with tender moments and palpable tension, highlighted by a heated waist pull that has readers swooning. Ending on a rare, positive cliffhanger, the story finally offers a moment of reprieve and a glimmer of hope that the tormented couple may be on the verge of healing their wounds."},"source":{"canonical_path":"/series/glass-wall-1f7b96/chapter-81","citation_title":"WebtoonLib — Glass Wall #81","content_type":"chapter_summary","last_updated":"2026-07-24T23:05:32.976Z"},"data_status":"complete"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/glass-wall-1f7b96"}}