{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-24T13:27:53.585Z","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":"Walk on Water","slug":"walk-on-water-983f48","original_title":"W.O.W (Walk On Water)"},"chapter":{"number":31,"release_date":"2025-03-05","last_updated":"2026-07-24T03:10:49.614Z","summary":"Following the screening of Glenn's autobiographical film, the narrative pivots to a shocking and abrupt climax. The chapter's central event is a sudden and completely unexpected love confession from Ed directed at Glenn. This declaration catches the audience entirely off guard, with readers describing the moment as a \"jumpscare\" and a \"bombshell\" that disrupts the story's slow-burn pacing. The straightforward and seemingly random nature of the confession elicits a powerful mix of reactions, ranging from intense second-hand embarrassment and disbelief to finding the act pure and heartwarming. Many question the sincerity and timing of the confession, speculating that Ed might be acting out a line from a script or book. The chapter ends on this dramatic cliffhanger, leaving Glenn's response unknown and creating a palpable sense of tension and anxiety among the readership.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"Following the screening of Glenn's autobiographical film, the narrative pivots to a shocking and abrupt climax. The chapter's central event is a sudden and completely unexpected love confession from Ed directed at Glenn. This declaration catches the audience entirely off guard, with readers describing the moment as a \"jumpscare\" and a \"bombshell\" that disrupts the story's slow-burn pacing. The straightforward and seemingly random nature of the confession elicits a powerful mix of reactions, ranging from intense second-hand embarrassment and disbelief to finding the act pure and heartwarming. Many question the sincerity and timing of the confession, speculating that Ed might be acting out a line from a script or book. The chapter ends on this dramatic cliffhanger, leaving Glenn's response unknown and creating a palpable sense of tension and anxiety among the readership.","key_events":["Ed makes a sudden love confession, which Glenn accepts with a poetic speech about his own flaws."],"characters_involved":[],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"Following the screening of Glenn's autobiographical film, the narrative pivots to a shocking and abrupt climax.","spoiler_summary":"Following the screening of Glenn's autobiographical film, the narrative pivots to a shocking and abrupt climax. The chapter's central event is a sudden and completely unexpected love confession from Ed directed at Glenn. This declaration catches the audience entirely off guard, with readers describing the moment as a \"jumpscare\" and a \"bombshell\" that disrupts the story's slow-burn pacing. The straightforward and seemingly random nature of the confession elicits a powerful mix of reactions, ranging from intense second-hand embarrassment and disbelief to finding the act pure and heartwarming. Many question the sincerity and timing of the confession, speculating that Ed might be acting out a line from a script or book. The chapter ends on this dramatic cliffhanger, leaving Glenn's response unknown and creating a palpable sense of tension and anxiety among the readership."},"source":{"canonical_path":"/series/walk-on-water-983f48/chapter-31","citation_title":"WebtoonLib — Walk on Water #31","content_type":"chapter_summary","last_updated":"2026-07-24T13:27:53.585Z"},"data_status":"complete"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/walk-on-water-983f48"}}