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AI to Learn(AI2L)実践録:ブラックボックスを残さない生成AI運用 25 Advent Calendar 2025

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Category:AI & ML & Data Science

中部大学 新谷研究室 / Shintani Lab, Chubu University

中部大学 新谷研究室/Shintani Lab。心筋サルコメア動態(HSOs/S4C)とChaordic Homeodynamicsを探究。SL-nanometryやDET膜法などの実験系開発、AI2LというコンセプトのAI活用を核に、Python/Colabで再現可能な計測・解析を公開。教育・共同研究を歓迎。


このカレンダーは「AI to Learn(AI2L)」の考え方にそって、生成AIを安全に、わかりやすく、無理なく使う工夫を集めます。AI2Lは「学びの手助けとしてAIを使い、最終的な成果物は人が理解できる形にする」という考え方です。このカレンダーはこのAI2LコンセプトのAI活用例の投稿を行っていくものです。

AI2Lの4つの柱(やさしい説明)

  • ブラックボックスを残さない:完成物(コードや手順)は人が読んで再現できる形にする
  • アカウンタビリティ(説明責任):結果だけでなく根拠や前提も書き残す
  • 情報保護:個人情報や機密は使わない(使う場合は匿名化などの対策をする)
  • Green AI(省エネ・低コスト):無駄に大きなモデルに頼らず、軽くて速い方法も考える

参考
AI to Learn(AI2L)プレプリント
DOI: https://doi.org/10.51094/jxiv.1435

オープン版(誰でも参加OK)
https://qiita.com/advent-calendar/2025/ai2l-llm-use
オープン版では、こんな記事を歓迎します(専門用語がなくても大丈夫)

  • 実務で役に立った「ちいさな工夫」や「ルール作り」
  • 失敗から学んだこと(やらかしの振り返り)
  • お金や時間を節約できたやり方(プロンプトの短縮、キャッシュ、手作業との分担など)
  • 安全に使うための決めごと(入力前チェック、出力の見直し、社内ガイドライン)
  • 授業・勉強会・研究での使い方(教材づくりのコツ、発表準備の短縮など)

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