{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-25T06:08:09.836Z","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":28,"release_date":"2025-05-29","last_updated":"2026-02-02T02:26:32.933Z","summary":"In the bloody aftermath of the ambush, Akane Sawatari and the Samurai Sword move in to finish off the surviving Devil Hunters. As a terrified Hirokazu Arai quits on the spot, the squad's most notorious coward, Kobeni Higashiyama, springs into action with shocking and deadly grace. Effortlessly dodging bullets and blades, she confronts the assassins, at one point even using a dazed Denji as a human shield. Kobeni's unexpected and terrifying competence proves too much for the attackers, forcing them to retreat and revealing a hidden, formidable skill set that leaves everyone stunned.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"In the bloody aftermath of the ambush, Akane Sawatari and the Samurai Sword move in to finish off the surviving Devil Hunters. As a terrified Hirokazu Arai quits on the spot, the squad's most notorious coward, Kobeni Higashiyama, springs into action with shocking and deadly grace. Effortlessly dodging bullets and blades, she confronts the assassins, at one point even using a dazed Denji as a human shield. Kobeni's unexpected and terrifying competence proves too much for the attackers, forcing them to retreat and revealing a hidden, formidable skill set that leaves everyone stunned.","key_events":[],"characters_involved":[{"name":"Denji","role_in_result":"character"},{"name":"Kobeni Higashiyama","role_in_result":"character"},{"name":"Hirokazu Arai","role_in_result":"character"},{"name":"Samurai Sword","role_in_result":"character"},{"name":"Akane Sawatari","role_in_result":"character"}],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"In the bloody aftermath of the ambush, Akane Sawatari and the Samurai Sword move in to finish off the surviving Devil Hunters.","spoiler_summary":"In the bloody aftermath of the ambush, Akane Sawatari and the Samurai Sword move in to finish off the surviving Devil Hunters. As a terrified Hirokazu Arai quits on the spot, the squad's most notorious coward, Kobeni Higashiyama, springs into action with shocking and deadly grace. Effortlessly dodging bullets and blades, she confronts the assassins, at one point even using a dazed Denji as a human shield. Kobeni's unexpected and terrifying competence proves too much for the attackers, forcing them to retreat and revealing a hidden, formidable skill set that leaves everyone stunned."},"source":{"canonical_path":"/series/chainsaw-man-60cd22/chapter-28","citation_title":"WebtoonLib — Chainsaw Man #28","content_type":"chapter_summary","last_updated":"2026-07-25T06:08:09.836Z"},"data_status":"partial"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/chainsaw-man-60cd22"}}