{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-26T20:34:42.692Z","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":"Cheolsu Saves the World","slug":"cheolsu-saves-the-world-781ee0"},"chapter":{"number":31,"release_date":"2025-03-12","last_updated":"2026-02-02T02:24:54.663Z","summary":"Continuing his strategic pivot away from failed alliances and institutional betrayal, the psychologically scarred Cheolsu delves deeper into his past, recruiting from his former middle school class—an unbelievable incubator for precocious geniuses. The current chapter highlights the sheer intellectual depth of these young recruits, with reader comments expressing astonishment at their advanced discussions on complex topics like psychology and stem cells, concepts far beyond their years. This focus on building a reliable team from the ground up appears to bear fruit, as a new partner is successfully brought into the fold. This new strategy provides a fragile but tangible hope for Cheolsu, who has been worn down by decades of repeated failures and memory-erasing time loops. His companion, Yumi, remains his essential anchor, as his ability to remember her defies the curse of his flawed regressions, underscoring her vital importance to his desperate mission to save humanity.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"Continuing his strategic pivot away from failed alliances and institutional betrayal, the psychologically scarred Cheolsu delves deeper into his past, recruiting from his former middle school class—an unbelievable incubator for precocious geniuses. The current chapter highlights the sheer intellectual depth of these young recruits, with reader comments expressing astonishment at their advanced discussions on complex topics like psychology and stem cells, concepts far beyond their years. This focus on building a reliable team from the ground up appears to bear fruit, as a new partner is successfully brought into the fold. This new strategy provides a fragile but tangible hope for Cheolsu, who has been worn down by decades of repeated failures and memory-erasing time loops. His companion, Yumi, remains his essential anchor, as his ability to remember her defies the curse of his flawed regressions, underscoring her vital importance to his desperate mission to save humanity.","key_events":[],"characters_involved":[],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"Continuing his strategic pivot away from failed alliances and institutional betrayal, the psychologically scarred Cheolsu delves deeper into his past, recruiting from his former middle school class—an unbelievable incubator for precocious geniuses.","spoiler_summary":"Continuing his strategic pivot away from failed alliances and institutional betrayal, the psychologically scarred Cheolsu delves deeper into his past, recruiting from his former middle school class—an unbelievable incubator for precocious geniuses. The current chapter highlights the sheer intellectual depth of these young recruits, with reader comments expressing astonishment at their advanced discussions on complex topics like psychology and stem cells, concepts far beyond their years. This focus on building a reliable team from the ground up appears to bear fruit, as a new partner is successfully brought into the fold. This new strategy provides a fragile but tangible hope for Cheolsu, who has been worn down by decades of repeated failures and memory-erasing time loops. His companion, Yumi, remains his essential anchor, as his ability to remember her defies the curse of his flawed regressions, underscoring her vital importance to his desperate mission to save humanity."},"source":{"canonical_path":"/series/cheolsu-saves-the-world-781ee0/chapter-31","citation_title":"WebtoonLib — Cheolsu Saves the World #31","content_type":"chapter_summary","last_updated":"2026-07-26T20:34:42.692Z"},"data_status":"partial"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/cheolsu-saves-the-world-781ee0"}}