{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-27T01:27:35.716Z","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":16,"release_date":"2025-05-08","last_updated":"2026-07-26T10:57:07.145Z","summary":"As Siyeol presses forward with his misguided revenge plot, his attempts to manipulate Na Aejoon are backfiring, causing the idol to fall for his target. The deception leaves the sweet-natured Aejoon hurt and in tears, questioning the nature of his own growing affection. Readers are incensed by Siyeol's cruelty, particularly his disturbing fascination with Aejoon's crying face, which they see as a major red flag. With the entire conflict built on a foolish misunderstanding, fans are on the edge of their seats, eagerly anticipating the inevitable fallout when Siyeol is forced to confront the truth and his own devastating actions.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"As Siyeol presses forward with his misguided revenge plot, his attempts to manipulate Na Aejoon are backfiring, causing the idol to fall for his target. The deception leaves the sweet-natured Aejoon hurt and in tears, questioning the nature of his own growing affection. Readers are incensed by Siyeol's cruelty, particularly his disturbing fascination with Aejoon's crying face, which they see as a major red flag. With the entire conflict built on a foolish misunderstanding, fans are on the edge of their seats, eagerly anticipating the inevitable fallout when Siyeol is forced to confront the truth and his own devastating actions.","key_events":[],"characters_involved":[],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"As Siyeol presses forward with his misguided revenge plot, his attempts to manipulate Na Aejoon are backfiring, causing the idol to fall for his target.","spoiler_summary":"As Siyeol presses forward with his misguided revenge plot, his attempts to manipulate Na Aejoon are backfiring, causing the idol to fall for his target. The deception leaves the sweet-natured Aejoon hurt and in tears, questioning the nature of his own growing affection. Readers are incensed by Siyeol's cruelty, particularly his disturbing fascination with Aejoon's crying face, which they see as a major red flag. With the entire conflict built on a foolish misunderstanding, fans are on the edge of their seats, eagerly anticipating the inevitable fallout when Siyeol is forced to confront the truth and his own devastating actions."},"source":{"canonical_path":"/series/my-bias-is-showing-9e489b/chapter-16","citation_title":"WebtoonLib — My Bias Is Showing! #16","content_type":"chapter_summary","last_updated":"2026-07-27T01:27:35.716Z"},"data_status":"partial"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/my-bias-is-showing-9e489b"}}