{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-24T20:41:50.070Z","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":"Attack on Titan","slug":"attack-on-titan-3f8b17","original_title":"Shingeki no Kyojin"},"chapter":{"number":82,"release_date":"2025-05-29","last_updated":"2026-02-02T02:27:18.451Z","summary":"In a desperate, final gamble against the Beast Titan, Commander Erwin Smith leads the Survey Corps recruits in a suicidal charge. Inspiring his soldiers to rage against their certain doom, Erwin sacrifices himself and countless others, including the idealistic Marlo Freudenberg, to create a slim chance for victory. The brutal, heartbreaking assault underscores the devastating cost of humanity's fight as the line between strategy and slaughter blurs into nothing.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"In a desperate, final gamble against the Beast Titan, Commander Erwin Smith leads the Survey Corps recruits in a suicidal charge. Inspiring his soldiers to rage against their certain doom, Erwin sacrifices himself and countless others, including the idealistic Marlo Freudenberg, to create a slim chance for victory. The brutal, heartbreaking assault underscores the devastating cost of humanity's fight as the line between strategy and slaughter blurs into nothing.","key_events":["Armin allows himself to be burned alive by the Colossal Titan's steam to buy Eren time to seal Bertolt's nape.","Erwin leads the recruits, including Marlo, in a suicidal cavalry charge into the Beast Titan's bombardment to create a distraction."],"characters_involved":[{"name":"Marlo Freudenberg","role_in_result":"Supporting"},{"name":"Beast Titan","role_in_result":"Supporting"},{"name":"Erwin Smith","role_in_result":"Supporting"}],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"In a desperate, final gamble against the Beast Titan, Commander Erwin Smith leads the Survey Corps recruits in a suicidal charge.","spoiler_summary":"In a desperate, final gamble against the Beast Titan, Commander Erwin Smith leads the Survey Corps recruits in a suicidal charge. Inspiring his soldiers to rage against their certain doom, Erwin sacrifices himself and countless others, including the idealistic Marlo Freudenberg, to create a slim chance for victory. The brutal, heartbreaking assault underscores the devastating cost of humanity's fight as the line between strategy and slaughter blurs into nothing."},"source":{"canonical_path":"/series/attack-on-titan-3f8b17/chapter-82","citation_title":"WebtoonLib — Attack on Titan #82","content_type":"chapter_summary","last_updated":"2026-07-24T20:41:50.070Z"},"data_status":"complete"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/attack-on-titan-3f8b17"}}