{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-25T04:06:51.078Z","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":32,"release_date":"2025-05-16","last_updated":"2026-07-21T10:38:57.957Z","summary":"A shocking flashback reveals the true villainy of Liliana's ex-fiancé, Percy, who targeted Edward's sister, Madeline, sparking intense reader outrage. This revelation casts Edward's motivations in a new light, and his subsequent drunken vulnerability and self-loathing have readers conflicted; they still want him to pay for his cruelty, but can't deny his newfound appeal and complex characterization. As Edward seems poised to reveal his tragic backstory, fans are captivated by the shifting dynamics and praise the dramatically improved artwork that brings the emotional turmoil to life.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"A shocking flashback reveals the true villainy of Liliana's ex-fiancé, Percy, who targeted Edward's sister, Madeline, sparking intense reader outrage. This revelation casts Edward's motivations in a new light, and his subsequent drunken vulnerability and self-loathing have readers conflicted; they still want him to pay for his cruelty, but can't deny his newfound appeal and complex characterization. As Edward seems poised to reveal his tragic backstory, fans are captivated by the shifting dynamics and praise the dramatically improved artwork that brings the emotional turmoil to life.","key_events":["Flashback reveals Percy targeted Madeline, explaining the root of Edward's hatred for the nobility."],"characters_involved":[],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"A shocking flashback reveals the true villainy of Liliana's ex-fiancé, Percy, who targeted Edward's sister, Madeline, sparking intense reader outrage.","spoiler_summary":"A shocking flashback reveals the true villainy of Liliana's ex-fiancé, Percy, who targeted Edward's sister, Madeline, sparking intense reader outrage. This revelation casts Edward's motivations in a new light, and his subsequent drunken vulnerability and self-loathing have readers conflicted; they still want him to pay for his cruelty, but can't deny his newfound appeal and complex characterization. As Edward seems poised to reveal his tragic backstory, fans are captivated by the shifting dynamics and praise the dramatically improved artwork that brings the emotional turmoil to life."},"source":{"canonical_path":"/series/glass-wall-1f7b96/chapter-32","citation_title":"WebtoonLib — Glass Wall #32","content_type":"chapter_summary","last_updated":"2026-07-25T04:06:51.078Z"},"data_status":"complete"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/glass-wall-1f7b96"}}