{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-27T06:09:17.936Z","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":"Undead Unluck","slug":"undead-unluck-ead2d2"},"chapter":{"number":72,"release_date":"2025-05-29","last_updated":"2026-02-02T02:25:35.745Z","summary":"With UMA Clothy seemingly defeated, Andy is left uncharacteristically exposed, but the sentient clothing makes a tsundere-like return, begrudgingly offering its aid once more. This reunion provides a moment of levity and reinforces the deepening bond between the central couple, as Fuuko openly accepts her feelings for Andy. In a charmingly dedicated effort to understand her, Andy even turns to her favorite shoujo manga for \"research,\" further solidifying their unique and powerful partnership.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"With UMA Clothy seemingly defeated, Andy is left uncharacteristically exposed, but the sentient clothing makes a tsundere-like return, begrudgingly offering its aid once more. This reunion provides a moment of levity and reinforces the deepening bond between the central couple, as Fuuko openly accepts her feelings for Andy. In a charmingly dedicated effort to understand her, Andy even turns to her favorite shoujo manga for \"research,\" further solidifying their unique and powerful partnership.","key_events":[],"characters_involved":[{"name":"Andy","role_in_result":"Main"},{"name":"Fuuko Izumo","role_in_result":"Main"}],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"With UMA Clothy seemingly defeated, Andy is left uncharacteristically exposed, but the sentient clothing makes a tsundere-like return, begrudgingly offering its aid once more.","spoiler_summary":"With UMA Clothy seemingly defeated, Andy is left uncharacteristically exposed, but the sentient clothing makes a tsundere-like return, begrudgingly offering its aid once more. This reunion provides a moment of levity and reinforces the deepening bond between the central couple, as Fuuko openly accepts her feelings for Andy. In a charmingly dedicated effort to understand her, Andy even turns to her favorite shoujo manga for \"research,\" further solidifying their unique and powerful partnership."},"source":{"canonical_path":"/series/undead-unluck-ead2d2/chapter-72","citation_title":"WebtoonLib — Undead Unluck #72","content_type":"chapter_summary","last_updated":"2026-07-27T06:09:17.936Z"},"data_status":"partial"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/undead-unluck-ead2d2"}}