{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-27T06:48:43.004Z","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":"How to Snag an Alpha","slug":"how-to-snag-an-alpha-1e1e11"},"chapter":{"number":72,"release_date":"2025-03-10","last_updated":"2026-07-24T16:02:26.631Z","summary":"This chapter continues the manga's lighthearted and comedic domestic arc, centering on the main couple's shameless public displays of affection and the exasperated reactions of those around them. The humor is largely situational, stemming from Wooyoung and Kyungju's over-the-top behavior in a professional setting, which elicits \"second-hand embarrassment\" from onlookers. Two specific gags became reader highlights: a security guard's sarcastic retort, \"And I'm engaged to Taylor Swift,\" and the recurring threat of resignation from Kyungju's long-suffering secretary, Mr. Byun, who is comically portrayed as the only person his powerful boss truly fears. The pregnancy subplot progresses with mentions of Wooyoung's visible baby bump and the couple purchasing luxury Louis Vuitton items for their unborn child, who they are considering naming \"Chacha.\" The narrative is further enriched by a brief appearance from Wooyoung's cranky but amusing father, solidifying the chapter's focus on chaotic, fluffy comedy driven by the supporting cast's suffering.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"This chapter continues the manga's lighthearted and comedic domestic arc, centering on the main couple's shameless public displays of affection and the exasperated reactions of those around them. The humor is largely situational, stemming from Wooyoung and Kyungju's over-the-top behavior in a professional setting, which elicits \"second-hand embarrassment\" from onlookers. Two specific gags became reader highlights: a security guard's sarcastic retort, \"And I'm engaged to Taylor Swift,\" and the recurring threat of resignation from Kyungju's long-suffering secretary, Mr. Byun, who is comically portrayed as the only person his powerful boss truly fears. The pregnancy subplot progresses with mentions of Wooyoung's visible baby bump and the couple purchasing luxury Louis Vuitton items for their unborn child, who they are considering naming \"Chacha.\" The narrative is further enriched by a brief appearance from Wooyoung's cranky but amusing father, solidifying the chapter's focus on chaotic, fluffy comedy driven by the supporting cast's suffering.","key_events":[],"characters_involved":[],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"This chapter continues the manga's lighthearted and comedic domestic arc, centering on the main couple's shameless public displays of affection and the exasperated reactions of those around them.","spoiler_summary":"This chapter continues the manga's lighthearted and comedic domestic arc, centering on the main couple's shameless public displays of affection and the exasperated reactions of those around them. The humor is largely situational, stemming from Wooyoung and Kyungju's over-the-top behavior in a professional setting, which elicits \"second-hand embarrassment\" from onlookers. Two specific gags became reader highlights: a security guard's sarcastic retort, \"And I'm engaged to Taylor Swift,\" and the recurring threat of resignation from Kyungju's long-suffering secretary, Mr. Byun, who is comically portrayed as the only person his powerful boss truly fears. The pregnancy subplot progresses with mentions of Wooyoung's visible baby bump and the couple purchasing luxury Louis Vuitton items for their unborn child, who they are considering naming \"Chacha.\" The narrative is further enriched by a brief appearance from Wooyoung's cranky but amusing father, solidifying the chapter's focus on chaotic, fluffy comedy driven by the supporting cast's suffering."},"source":{"canonical_path":"/series/how-to-snag-an-alpha-1e1e11/chapter-72","citation_title":"WebtoonLib — How to Snag an Alpha #72","content_type":"chapter_summary","last_updated":"2026-07-27T06:48:43.004Z"},"data_status":"partial"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/how-to-snag-an-alpha-1e1e11"}}