{"content_id":"okdh5nqah2","slug":"unlearning-in-the-ai-era","images":[{"id":336,"url":"https://injoys.com/rails/active_storage/blobs/proxy/eyJfcmFpbHMiOnsiZGF0YSI6MzkxMywicHVyIjoiYmxvYl9pZCJ9fQ==--895d9fef4ea5fbfb5ab9a739efd6c892766fd90c/ai-4fd2b3f4.webp","is_representative":true,"generation_method":"ai_image","license":"ai_generated","mime_type":"image/webp","translations":{"ko":{"alt":"깨진 톱니바퀴, 나침반, 윤리 상징, AI 큐브를 순환 화살표로 연결한 일러스트","caption":"낡은 지식을 버리고 방향과 윤리를 점검하며 AI를 다시 배우는 과정을 나타낸다.","description":null},"en":{"alt":"Illustration linking broken gears, a compass, ethics symbols, and an AI cube with circular arrows","caption":"The cycle represents discarding old assumptions and relearning AI with direction and ethics.","description":null},"ja":{"alt":"壊れた歯車、コンパス、倫理の象徴、AIキューブを循環する矢印で結んだイラスト","caption":"古い前提を捨て、方向性と倫理を確かめながらAIを学び直す過程を表している。","description":null},"es":{"alt":"Ilustración de engranajes rotos, una brújula, símbolos éticos y un cubo de IA unidos por flechas","caption":"El ciclo representa desechar viejas premisas y reaprender la IA con orientación y ética.","description":null},"id":{"alt":"Ilustrasi roda gigi rusak, kompas, simbol etika, dan kubus AI yang dihubungkan panah melingkar","caption":"Siklus ini menggambarkan melepas asumsi lama dan mempelajari kembali AI dengan arah serta etika.","description":null},"pt":{"alt":"Ilustração de engrenagens quebradas, bússola, símbolos éticos e cubo de IA ligados por setas","caption":"O ciclo representa abandonar velhas premissas e reaprender IA com direção e ética.","description":null},"zh-hant":{"alt":"破裂齒輪、指南針、倫理符號與AI方塊由循環箭頭連結的插畫","caption":"循環呈現拋開舊有前提，並兼顧方向與倫理重新學習AI的過程。","description":null},"de":{"alt":"Illustration mit kaputten Zahnrädern, Kompass, Ethiksymbolen und KI-Würfel im Pfeilkreislauf","caption":"Der Kreislauf steht dafür, alte Annahmen abzulegen und KI mit Orientierung und Ethik neu zu lernen.","description":null}}},{"id":337,"url":"https://injoys.com/rails/active_storage/blobs/proxy/eyJfcmFpbHMiOnsiZGF0YSI6MzkxOSwicHVyIjoiYmxvYl9pZCJ9fQ==--c2124f79e9b74bcb94be864024ff33010e5e4e50/ai-a5e4790e.webp","is_representative":false,"generation_method":"ai_image","license":"ai_generated","mime_type":"image/webp","translations":{"ko":{"alt":"사람들이 기존 지식과 AI 기반의 새 학습 경로를 비교하는 과정도 일러스트","caption":"낡은 지식을 걷어내고 AI 시대에 맞는 새로운 판단 체계를 구축하는 과정을 보여준다.","description":null},"en":{"alt":"People compare old knowledge and AI-driven learning paths in a workflow diagram","caption":"The illustration shows a shift from outdated assumptions to AI-enabled ways of learning and deciding.","description":null},"ja":{"alt":"人々が従来の知識とAIを活用した新しい学習経路を比較する工程図","caption":"古い前提を手放し、AI時代に合う学び方と判断基準を築く過程を表している。","description":null},"es":{"alt":"Personas comparan el conocimiento antiguo con una nueva ruta de aprendizaje basada en IA","caption":"La ilustración muestra el paso de viejos supuestos a nuevas formas de aprender y decidir con IA.","description":null},"id":{"alt":"Orang-orang membandingkan pengetahuan lama dan jalur pembelajaran baru berbasis AI","caption":"Ilustrasi ini menunjukkan peralihan dari asumsi lama menuju cara belajar dan mengambil keputusan dengan AI.","description":null},"pt":{"alt":"Pessoas comparam conhecimentos antigos e uma nova jornada de aprendizagem com IA","caption":"A ilustração mostra a transição de antigas premissas para novas formas de aprender e decidir com IA.","description":null},"zh-hant":{"alt":"人們透過流程圖比較舊有知識與人工智慧驅動的新學習路徑","caption":"圖中呈現拋開過時假設並建立人工智慧時代新學習與決策方式的過程。","description":null},"de":{"alt":"Menschen vergleichen altes Wissen mit einem neuen KI-gestützten Lernpfad","caption":"Die Illustration zeigt den Wechsel von überholten Annahmen zu neuen Lern- und Entscheidungswegen mit KI.","description":null}}},{"id":338,"url":"https://injoys.com/rails/active_storage/blobs/proxy/eyJfcmFpbHMiOnsiZGF0YSI6MzkyNSwicHVyIjoiYmxvYl9pZCJ9fQ==--2ca434155b1aaee06e37a58ca6d4ead3d5db96de/ai-3e3a7ae5.webp","is_representative":false,"generation_method":"ai_infographic","license":"ai_generated","mime_type":"image/webp","visible_locales":["ko"],"translations":{"ko":{"alt":"전제 재검증, 6단계 실행, A/B 실험, 사람의 승인을 설명하는 AI 시대 언러닝 인포그래픽","caption":"낡은 전제를 작게 시험하고 사람의 검토를 거쳐 새롭게 배우는 과정을 정리했다.","description":null},"en":{"alt":"Korean infographic on AI-era unlearning, six-step testing, A/B experiments, and human approval","caption":"The graphic outlines how to reassess old assumptions, run small tests, and retain human oversight.","description":null},"ja":{"alt":"前提の再検証、6段階の実行、A/Bテスト、人の承認を示すAI時代のアンラーニング図解","caption":"古い前提を小さく試し、人の確認を経て学び直す流れをまとめている。","description":null},"es":{"alt":"Infografía coreana sobre desaprendizaje, pruebas en seis pasos, experimentos A/B y aprobación humana","caption":"El gráfico muestra cómo revisar viejos supuestos, hacer pruebas pequeñas y mantener la supervisión humana.","description":null},"id":{"alt":"Infografik Korea tentang unlearning, pengujian enam langkah, eksperimen A/B, dan persetujuan manusia","caption":"Grafik ini merangkum cara menguji ulang asumsi lama melalui eksperimen kecil dan pengawasan manusia.","description":null},"pt":{"alt":"Infográfico coreano sobre desaprendizagem, testes em seis etapas, experimentos A/B e aprovação humana","caption":"O gráfico resume como rever premissas antigas, fazer pequenos testes e manter a supervisão humana.","description":null},"zh-hant":{"alt":"韓文資訊圖表說明AI時代的反學習、六步驟測試、A/B實驗與人工核准","caption":"圖表整理了重新檢驗舊前提、進行小型測試並保留人工監督的流程。","description":null},"de":{"alt":"Koreanische Infografik zu Verlernen, sechsstufigen Tests, A/B-Experimenten und menschlicher Freigabe","caption":"Die Grafik zeigt, wie alte Annahmen geprüft, kleine Tests durchgeführt und Menschen einbezogen werden.","description":null}}}]}