{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-25T09:47:03.079Z","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":23,"release_date":"2025-05-16","last_updated":"2026-07-22T11:45:52.945Z","summary":"The outrage against Edward reaches a fever pitch as his plan to use Liliana for revenge against her ex-fiancé, Percy, comes to light. Readers are incensed by his staggering hypocrisy, pointing out that in his quest for vengeance, he is becoming the very type of manipulative noble he claims to despise. Many draw a direct parallel between his current scheme and the \"stepping stone\" incident he once condemned Liliana for, solidifying his villain status. As the long-suffering Liliana is poised to be exploited yet again, fans are desperately championing other potential love interests, from the \"blonde baron\" Percy to a kind new servant, with some threatening to abandon the story if Edward remains the male lead.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"The outrage against Edward reaches a fever pitch as his plan to use Liliana for revenge against her ex-fiancé, Percy, comes to light. Readers are incensed by his staggering hypocrisy, pointing out that in his quest for vengeance, he is becoming the very type of manipulative noble he claims to despise. Many draw a direct parallel between his current scheme and the \"stepping stone\" incident he once condemned Liliana for, solidifying his villain status. As the long-suffering Liliana is poised to be exploited yet again, fans are desperately championing other potential love interests, from the \"blonde baron\" Percy to a kind new servant, with some threatening to abandon the story if Edward remains the male lead.","key_events":[],"characters_involved":[],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"The outrage against Edward reaches a fever pitch as his plan to use Liliana for revenge against her ex-fiancé, Percy, comes to light.","spoiler_summary":"The outrage against Edward reaches a fever pitch as his plan to use Liliana for revenge against her ex-fiancé, Percy, comes to light. Readers are incensed by his staggering hypocrisy, pointing out that in his quest for vengeance, he is becoming the very type of manipulative noble he claims to despise. Many draw a direct parallel between his current scheme and the \"stepping stone\" incident he once condemned Liliana for, solidifying his villain status. As the long-suffering Liliana is poised to be exploited yet again, fans are desperately championing other potential love interests, from the \"blonde baron\" Percy to a kind new servant, with some threatening to abandon the story if Edward remains the male lead."},"source":{"canonical_path":"/series/glass-wall-1f7b96/chapter-23","citation_title":"WebtoonLib — Glass Wall #23","content_type":"chapter_summary","last_updated":"2026-07-25T09:47:03.079Z"},"data_status":"partial"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/glass-wall-1f7b96"}}