{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-24T23:00:33.384Z","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":99,"release_date":"2025-05-16","last_updated":"2026-07-21T21:00:24.372Z","summary":"With the finale a mere two chapters away, the story's focus shifts back to the business world, testing the limits of reader patience. A desperate Edward is seen humbling himself before investors, a move that has fans questioning the purpose of his financial ambitions now that he has Liliana, with many pleading for the couple to simply abandon the drama and escape to the countryside. This frustration is amplified by society's baffling amnesia concerning the villainous Percy's past atrocities—including holding Liliana at gunpoint in public—fueling palpable anxiety as the series hurtles toward its conclusion.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"With the finale a mere two chapters away, the story's focus shifts back to the business world, testing the limits of reader patience. A desperate Edward is seen humbling himself before investors, a move that has fans questioning the purpose of his financial ambitions now that he has Liliana, with many pleading for the couple to simply abandon the drama and escape to the countryside. This frustration is amplified by society's baffling amnesia concerning the villainous Percy's past atrocities—including holding Liliana at gunpoint in public—fueling palpable anxiety as the series hurtles toward its conclusion.","key_events":[],"characters_involved":[],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"With the finale a mere two chapters away, the story's focus shifts back to the business world, testing the limits of reader patience.","spoiler_summary":"With the finale a mere two chapters away, the story's focus shifts back to the business world, testing the limits of reader patience. A desperate Edward is seen humbling himself before investors, a move that has fans questioning the purpose of his financial ambitions now that he has Liliana, with many pleading for the couple to simply abandon the drama and escape to the countryside. This frustration is amplified by society's baffling amnesia concerning the villainous Percy's past atrocities—including holding Liliana at gunpoint in public—fueling palpable anxiety as the series hurtles toward its conclusion."},"source":{"canonical_path":"/series/glass-wall-1f7b96/chapter-99","citation_title":"WebtoonLib — Glass Wall #99","content_type":"chapter_summary","last_updated":"2026-07-24T23:00:33.384Z"},"data_status":"partial"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/glass-wall-1f7b96"}}