{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-27T03:05:43.106Z","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":"Magilumiere Co. Ltd.","slug":"magilumiere-co-ltd-9ebe22"},"chapter":{"number":47,"release_date":"2025-05-29","last_updated":"2026-02-02T02:26:56.880Z","summary":"Following the presidents' dramatic intervention, the \"Alice\" system is revealed not as a weapon, but as a revolutionary platform for magical girl innovation. The head of the research institute RIMT explains that Alice enables teams to develop their own unique techniques, validating Magilumiere's collaborative philosophy on an industry-wide scale. This new paradigm is immediately challenged by a skeptical professor, whose outdated arguments are so swiftly and ruthlessly dismantled by AST President Kei Koga that it culminates in the professor's unceremonious on-the-spot dismissal.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"Following the presidents' dramatic intervention, the \"Alice\" system is revealed not as a weapon, but as a revolutionary platform for magical girl innovation. The head of the research institute RIMT explains that Alice enables teams to develop their own unique techniques, validating Magilumiere's collaborative philosophy on an industry-wide scale. This new paradigm is immediately challenged by a skeptical professor, whose outdated arguments are so swiftly and ruthlessly dismantled by AST President Kei Koga that it culminates in the professor's unceremonious on-the-spot dismissal.","key_events":["The Alice System is revealed as a revolutionary open-source platform for magical girl innovation."],"characters_involved":[{"name":"Kei Koga","role_in_result":"Supporting"}],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"Following the presidents' dramatic intervention, the \"Alice\" system is revealed not as a weapon, but as a revolutionary platform for magical girl innovation.","spoiler_summary":"Following the presidents' dramatic intervention, the \"Alice\" system is revealed not as a weapon, but as a revolutionary platform for magical girl innovation. The head of the research institute RIMT explains that Alice enables teams to develop their own unique techniques, validating Magilumiere's collaborative philosophy on an industry-wide scale. This new paradigm is immediately challenged by a skeptical professor, whose outdated arguments are so swiftly and ruthlessly dismantled by AST President Kei Koga that it culminates in the professor's unceremonious on-the-spot dismissal."},"source":{"canonical_path":"/series/magilumiere-co-ltd-9ebe22/chapter-47","citation_title":"WebtoonLib — Magilumiere Co. Ltd. #47","content_type":"chapter_summary","last_updated":"2026-07-27T03:05:43.106Z"},"data_status":"complete"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/magilumiere-co-ltd-9ebe22"}}