{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-24T23:30:43.201Z","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":82,"release_date":"2025-05-16","last_updated":"2026-07-21T13:46:36.196Z","summary":"The long-awaited shift from angst to intimacy continues, and readers are captivated by Edward Carter's transformation. His \"glow up\" and newfound confidence have fans swooning as he finally makes his move, replacing brooding with bold flirtation. However, this romantic progress is met with reader frustration over Liliana's persistent disadvantage, sparking a debate on whether she can achieve success on her own or is once again falling into a damsel-in-distress role. As some call for Liliana to become the \"knight\" and save the man she loves, others lament the recurring security failures that leave the couple vulnerable, raising the stakes as the series finale draws near.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"The long-awaited shift from angst to intimacy continues, and readers are captivated by Edward Carter's transformation. His \"glow up\" and newfound confidence have fans swooning as he finally makes his move, replacing brooding with bold flirtation. However, this romantic progress is met with reader frustration over Liliana's persistent disadvantage, sparking a debate on whether she can achieve success on her own or is once again falling into a damsel-in-distress role. As some call for Liliana to become the \"knight\" and save the man she loves, others lament the recurring security failures that leave the couple vulnerable, raising the stakes as the series finale draws near.","key_events":[],"characters_involved":[],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"The long-awaited shift from angst to intimacy continues, and readers are captivated by Edward Carter's transformation.","spoiler_summary":"The long-awaited shift from angst to intimacy continues, and readers are captivated by Edward Carter's transformation. His \"glow up\" and newfound confidence have fans swooning as he finally makes his move, replacing brooding with bold flirtation. However, this romantic progress is met with reader frustration over Liliana's persistent disadvantage, sparking a debate on whether she can achieve success on her own or is once again falling into a damsel-in-distress role. As some call for Liliana to become the \"knight\" and save the man she loves, others lament the recurring security failures that leave the couple vulnerable, raising the stakes as the series finale draws near."},"source":{"canonical_path":"/series/glass-wall-1f7b96/chapter-82","citation_title":"WebtoonLib — Glass Wall #82","content_type":"chapter_summary","last_updated":"2026-07-24T23:30:43.201Z"},"data_status":"partial"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/glass-wall-1f7b96"}}