{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-27T00:37:19.149Z","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":27,"release_date":"2025-05-08","last_updated":"2026-07-26T11:04:09.134Z","summary":"Continuing the domestic arrangement from the previous chapter, the central conflict has shifted from Choi Siyeol's hidden revenge plot to the unintended consequences of his own deception. While Na Aejoon remains blissfully unaware of the manipulation, readers observe that Siyeol's scheme is backfiring as he develops genuine romantic feelings. The consensus among fans is that the idol has \"fallen first and harder,\" with many gleefully anticipating the future angst and regret he will face when the truth is revealed. This sentiment is fueled by a specific intimate moment in the chapter where Siyeol is seen blushing while touching Aejoon's face. This act is interpreted as definitive proof that his \"fake love\" has become real and he is \"in too deep\" to continue his revenge. This emotionally charged scene is humorously juxtaposed with a running commentary from readers who are comically concerned that the characters will burn the ramen they are cooking, grounding the intense romance in a mundane, comedic reality. Overall, readers find the toxic premise leading to genuine affection to be a compelling trope, and they are eagerly awaiting the inevitable fallout for both characters.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"Continuing the domestic arrangement from the previous chapter, the central conflict has shifted from Choi Siyeol's hidden revenge plot to the unintended consequences of his own deception. While Na Aejoon remains blissfully unaware of the manipulation, readers observe that Siyeol's scheme is backfiring as he develops genuine romantic feelings. The consensus among fans is that the idol has \"fallen first and harder,\" with many gleefully anticipating the future angst and regret he will face when the truth is revealed. This sentiment is fueled by a specific intimate moment in the chapter where Siyeol is seen blushing while touching Aejoon's face. This act is interpreted as definitive proof that his \"fake love\" has become real and he is \"in too deep\" to continue his revenge. This emotionally charged scene is humorously juxtaposed with a running commentary from readers who are comically concerned that the characters will burn the ramen they are cooking, grounding the intense romance in a mundane, comedic reality. Overall, readers find the toxic premise leading to genuine affection to be a compelling trope, and they are eagerly awaiting the inevitable fallout for both characters.","key_events":[],"characters_involved":[],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"Continuing the domestic arrangement from the previous chapter, the central conflict has shifted from Choi Siyeol's hidden revenge plot to the unintended consequences of his own deception.","spoiler_summary":"Continuing the domestic arrangement from the previous chapter, the central conflict has shifted from Choi Siyeol's hidden revenge plot to the unintended consequences of his own deception. While Na Aejoon remains blissfully unaware of the manipulation, readers observe that Siyeol's scheme is backfiring as he develops genuine romantic feelings. The consensus among fans is that the idol has \"fallen first and harder,\" with many gleefully anticipating the future angst and regret he will face when the truth is revealed. This sentiment is fueled by a specific intimate moment in the chapter where Siyeol is seen blushing while touching Aejoon's face. This act is interpreted as definitive proof that his \"fake love\" has become real and he is \"in too deep\" to continue his revenge. This emotionally charged scene is humorously juxtaposed with a running commentary from readers who are comically concerned that the characters will burn the ramen they are cooking, grounding the intense romance in a mundane, comedic reality. Overall, readers find the toxic premise leading to genuine affection to be a compelling trope, and they are eagerly awaiting the inevitable fallout for both characters."},"source":{"canonical_path":"/series/my-bias-is-showing-9e489b/chapter-27","citation_title":"WebtoonLib — My Bias Is Showing! #27","content_type":"chapter_summary","last_updated":"2026-07-27T00:37:19.149Z"},"data_status":"partial"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/my-bias-is-showing-9e489b"}}