{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-27T01:27:33.694Z","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":"My Bias Is Showing!","slug":"my-bias-is-showing-9e489b"},"chapter":{"number":24,"release_date":"2025-05-08","last_updated":"2026-07-26T11:01:54.958Z","summary":"This special chapter flips the script with a delightful role-reversal alternate universe, casting Na Aejoon as an idol and Choi Siyeol as a handsome, glasses-wearing teacher. The main story's dark, manipulative plot is replaced with pure fluff as the characters' core personalities shine through in their new roles. Aejoon, hilariously dubbed the \"least popular member\" of his group, remains an unabashed fanboy, now crushing on \"Mr. Siyeol.\" This creates a wholesome and uncomplicated dynamic where both men are secretly fans of each other, leading many readers to prefer this cute, low-angst version of their story.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"This special chapter flips the script with a delightful role-reversal alternate universe, casting Na Aejoon as an idol and Choi Siyeol as a handsome, glasses-wearing teacher. The main story's dark, manipulative plot is replaced with pure fluff as the characters' core personalities shine through in their new roles. Aejoon, hilariously dubbed the \"least popular member\" of his group, remains an unabashed fanboy, now crushing on \"Mr. Siyeol.\" This creates a wholesome and uncomplicated dynamic where both men are secretly fans of each other, leading many readers to prefer this cute, low-angst version of their story.","key_events":[],"characters_involved":[],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"This special chapter flips the script with a delightful role-reversal alternate universe, casting Na Aejoon as an idol and Choi Siyeol as a handsome, glasses-wearing teacher.","spoiler_summary":"This special chapter flips the script with a delightful role-reversal alternate universe, casting Na Aejoon as an idol and Choi Siyeol as a handsome, glasses-wearing teacher. The main story's dark, manipulative plot is replaced with pure fluff as the characters' core personalities shine through in their new roles. Aejoon, hilariously dubbed the \"least popular member\" of his group, remains an unabashed fanboy, now crushing on \"Mr. Siyeol.\" This creates a wholesome and uncomplicated dynamic where both men are secretly fans of each other, leading many readers to prefer this cute, low-angst version of their story."},"source":{"canonical_path":"/series/my-bias-is-showing-9e489b/chapter-24","citation_title":"WebtoonLib — My Bias Is Showing! #24","content_type":"chapter_summary","last_updated":"2026-07-27T01:27:33.694Z"},"data_status":"partial"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/my-bias-is-showing-9e489b"}}