{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-25T21:54:01.655Z","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":"One Piece","slug":"one-piece-46bb51"},"chapter":{"number":478,"release_date":"2025-05-29","last_updated":"2026-02-02T01:00:38.337Z","summary":"The Straw Hats' desperate battle against the colossal zombie Oars escalates as Warlord Gecko Moria takes direct control, manipulating the giant's body into a horrifying mockery of Luffy's own rubbery fighting style and pushing the crew to their absolute limit. Elsewhere on the island, the archaeologist Nico Robin, whose reverence for the past is violated by Dr. Hogback's grotesque experiments, prepares to deliver her own cold, bone-shattering justice. But as the crew fights for their shadows and their lives, the arrival of a second, even more imposing Warlord, Bartholomew Kuma, raises the stakes to a terrifying new level.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"The Straw Hats' desperate battle against the colossal zombie Oars escalates as Warlord Gecko Moria takes direct control, manipulating the giant's body into a horrifying mockery of Luffy's own rubbery fighting style and pushing the crew to their absolute limit. Elsewhere on the island, the archaeologist Nico Robin, whose reverence for the past is violated by Dr. Hogback's grotesque experiments, prepares to deliver her own cold, bone-shattering justice. But as the crew fights for their shadows and their lives, the arrival of a second, even more imposing Warlord, Bartholomew Kuma, raises the stakes to a terrifying new level.","key_events":[],"characters_involved":[{"name":"Oars","role_in_result":"Supporting"}],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"The Straw Hats' desperate battle against the colossal zombie Oars escalates as Warlord Gecko Moria takes direct control, manipulating the giant's body into a horrifying mockery of Luffy's own rubbery fighting style and pushing the crew to their absolute limit.","spoiler_summary":"The Straw Hats' desperate battle against the colossal zombie Oars escalates as Warlord Gecko Moria takes direct control, manipulating the giant's body into a horrifying mockery of Luffy's own rubbery fighting style and pushing the crew to their absolute limit. Elsewhere on the island, the archaeologist Nico Robin, whose reverence for the past is violated by Dr. Hogback's grotesque experiments, prepares to deliver her own cold, bone-shattering justice. But as the crew fights for their shadows and their lives, the arrival of a second, even more imposing Warlord, Bartholomew Kuma, raises the stakes to a terrifying new level."},"source":{"canonical_path":"/series/one-piece-46bb51/chapter-478","citation_title":"WebtoonLib — One Piece #478","content_type":"chapter_summary","last_updated":"2026-07-25T21:54:01.655Z"},"data_status":"partial"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/one-piece-46bb51"}}