{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-25T06:08:29.890Z","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":"Chainsaw Man","slug":"chainsaw-man-60cd22","original_title":"チェンソーマン"},"chapter":{"number":32,"release_date":"2025-05-29","last_updated":"2026-02-02T02:26:33.004Z","summary":"Still reeling from the ambush, the remnants of the special squad are thrown into a new nightmare as they are swarmed by a horde of zombies. The attack is orchestrated by the Zombie Devil, who preys on those who died in debt. As Denji wades through the undead, seemingly immune to their bite, Aki is forced to fight while burdened by the Future Devil's prophecy of his own terrible demise. Meanwhile, Makima's cold detachment in the face of the carnage fuels more intense speculation about her true, possibly demonic, identity and sinister agenda.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"Still reeling from the ambush, the remnants of the special squad are thrown into a new nightmare as they are swarmed by a horde of zombies. The attack is orchestrated by the Zombie Devil, who preys on those who died in debt. As Denji wades through the undead, seemingly immune to their bite, Aki is forced to fight while burdened by the Future Devil's prophecy of his own terrible demise. Meanwhile, Makima's cold detachment in the face of the carnage fuels more intense speculation about her true, possibly demonic, identity and sinister agenda.","key_events":[],"characters_involved":[{"name":"Power","role_in_result":"character"},{"name":"Aki Hayakawa","role_in_result":"character"},{"name":"Denji","role_in_result":"character"},{"name":"Makima","role_in_result":"character"}],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"Still reeling from the ambush, the remnants of the special squad are thrown into a new nightmare as they are swarmed by a horde of zombies.","spoiler_summary":"Still reeling from the ambush, the remnants of the special squad are thrown into a new nightmare as they are swarmed by a horde of zombies. The attack is orchestrated by the Zombie Devil, who preys on those who died in debt. As Denji wades through the undead, seemingly immune to their bite, Aki is forced to fight while burdened by the Future Devil's prophecy of his own terrible demise. Meanwhile, Makima's cold detachment in the face of the carnage fuels more intense speculation about her true, possibly demonic, identity and sinister agenda."},"source":{"canonical_path":"/series/chainsaw-man-60cd22/chapter-32","citation_title":"WebtoonLib — Chainsaw Man #32","content_type":"chapter_summary","last_updated":"2026-07-25T06:08:29.890Z"},"data_status":"partial"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/chainsaw-man-60cd22"}}