{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-27T00:25:29.799Z","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":41,"release_date":"2025-05-08","last_updated":"2026-07-26T15:05:02.168Z","summary":"The \"grovel arc\" for Choi Siyeol continues, with his suffering manifesting in a clichéd but effective scene where he appears soaking wet in the rain. The chapter's pivotal moment occurs during a physical confrontation where Siyeol accidentally falls onto Na Aejoon, landing his hands on his chest. This act of fanservice has a noticeable effect on Aejoon, who is visibly swayed despite his prior resolve, which included purging his room of all Siyeol-related fan merchandise. The readership's reaction to this development is split. A large faction remains committed to schadenfreude, insisting Siyeol must suffer more to atone for his actions. However, the combination of his pathetic state and the intimate physical contact has softened a growing number of readers, who now call for forgiveness and reconciliation. Amid the main couple's drama, the exasperated side character Ji Kyusung continues to be a fan-favorite, acting as an audience surrogate. While the art and character physiques receive praise, some readers critique the arc's pacing and express a desire for the conflict to be resolved through genuine communication rather than physical intimacy.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"The \"grovel arc\" for Choi Siyeol continues, with his suffering manifesting in a clichéd but effective scene where he appears soaking wet in the rain. The chapter's pivotal moment occurs during a physical confrontation where Siyeol accidentally falls onto Na Aejoon, landing his hands on his chest. This act of fanservice has a noticeable effect on Aejoon, who is visibly swayed despite his prior resolve, which included purging his room of all Siyeol-related fan merchandise. The readership's reaction to this development is split. A large faction remains committed to schadenfreude, insisting Siyeol must suffer more to atone for his actions. However, the combination of his pathetic state and the intimate physical contact has softened a growing number of readers, who now call for forgiveness and reconciliation. Amid the main couple's drama, the exasperated side character Ji Kyusung continues to be a fan-favorite, acting as an audience surrogate. While the art and character physiques receive praise, some readers critique the arc's pacing and express a desire for the conflict to be resolved through genuine communication rather than physical intimacy.","key_events":["Siyeol appears soaking wet in the rain to beg for Aejoon's forgiveness, initiating the climax of the grovel arc."],"characters_involved":[],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"The \"grovel arc\" for Choi Siyeol continues, with his suffering manifesting in a clichéd but effective scene where he appears soaking wet in the rain.","spoiler_summary":"The \"grovel arc\" for Choi Siyeol continues, with his suffering manifesting in a clichéd but effective scene where he appears soaking wet in the rain. The chapter's pivotal moment occurs during a physical confrontation where Siyeol accidentally falls onto Na Aejoon, landing his hands on his chest. This act of fanservice has a noticeable effect on Aejoon, who is visibly swayed despite his prior resolve, which included purging his room of all Siyeol-related fan merchandise. The readership's reaction to this development is split. A large faction remains committed to schadenfreude, insisting Siyeol must suffer more to atone for his actions. However, the combination of his pathetic state and the intimate physical contact has softened a growing number of readers, who now call for forgiveness and reconciliation. Amid the main couple's drama, the exasperated side character Ji Kyusung continues to be a fan-favorite, acting as an audience surrogate. While the art and character physiques receive praise, some readers critique the arc's pacing and express a desire for the conflict to be resolved through genuine communication rather than physical intimacy."},"source":{"canonical_path":"/series/my-bias-is-showing-9e489b/chapter-41","citation_title":"WebtoonLib — My Bias Is Showing! #41","content_type":"chapter_summary","last_updated":"2026-07-27T00:25:29.799Z"},"data_status":"complete"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/my-bias-is-showing-9e489b"}}