{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-25T07:57:06.505Z","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":17,"release_date":"2025-05-16","last_updated":"2026-07-22T11:12:43.109Z","summary":"The humiliating reunion between Liliana and Edward has ignited a firestorm among readers. As a now-struggling commoner, Liliana is forced to serve the very man who despised her for being a naive aristocrat—only to find he has ironically ascended into the wealthy society he once condemned. The community is fiercely divided: many label Edward a cruel hypocrite for his new status and apparent indifference, while others argue his success is earned and that Liliana's own past naivety is to blame for her downfall. With speculation running rampant about whether Edward even recognizes her, all eyes are on this tense and painful confrontation, leaving readers to wonder if Liliana can survive this ultimate humiliation.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"The humiliating reunion between Liliana and Edward has ignited a firestorm among readers. As a now-struggling commoner, Liliana is forced to serve the very man who despised her for being a naive aristocrat—only to find he has ironically ascended into the wealthy society he once condemned. The community is fiercely divided: many label Edward a cruel hypocrite for his new status and apparent indifference, while others argue his success is earned and that Liliana's own past naivety is to blame for her downfall. With speculation running rampant about whether Edward even recognizes her, all eyes are on this tense and painful confrontation, leaving readers to wonder if Liliana can survive this ultimate humiliation.","key_events":[],"characters_involved":[],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"The humiliating reunion between Liliana and Edward has ignited a firestorm among readers.","spoiler_summary":"The humiliating reunion between Liliana and Edward has ignited a firestorm among readers. As a now-struggling commoner, Liliana is forced to serve the very man who despised her for being a naive aristocrat—only to find he has ironically ascended into the wealthy society he once condemned. The community is fiercely divided: many label Edward a cruel hypocrite for his new status and apparent indifference, while others argue his success is earned and that Liliana's own past naivety is to blame for her downfall. With speculation running rampant about whether Edward even recognizes her, all eyes are on this tense and painful confrontation, leaving readers to wonder if Liliana can survive this ultimate humiliation."},"source":{"canonical_path":"/series/glass-wall-1f7b96/chapter-17","citation_title":"WebtoonLib — Glass Wall #17","content_type":"chapter_summary","last_updated":"2026-07-25T07:57:06.505Z"},"data_status":"partial"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/glass-wall-1f7b96"}}