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EP365 – 什麼是AI Eval? AI系統被忽略但最重要的拼圖?導入影子測試與黃金資料集,讓你的 AI 產品品質進入專業級! episode artwork

EPISODE · Jul 15, 2026 · 16 MIN

EP365 – 什麼是AI Eval? AI系統被忽略但最重要的拼圖?導入影子測試與黃金資料集,讓你的 AI 產品品質進入專業級!

from AI懶人報 · host 湯懶懶

🚀 特別感謝贊助 本集節目由 VoAI 絕好聲創 提供技術支援。 🎤 VoAI 提供最有「台灣味」的 AI 聲音,支援情感語音、台式口音,甚至能一鍵生成虛擬人! 🎁 AI懶人報聽眾專屬優惠: 👉 輸入優惠碼 AILRB26 立享 95 折! 立刻體驗:https://www.voai.ai/ 很多人開發 AI 系統都在憑感覺,但想從玩具變成正式產品,你其實需要一套系統化的評估框架。今天就來聊聊怎麼透過 AI Evals,幫你的開發流程打下最穩固的基礎! 💡 AI 的機率性本質 👉 AI 的輸出沒辦法保證百分之百正確,如果不建立數學化的評估框架,你的系統永遠只能算是個玩具。 💡 黃金資料集是基本功 👉 你必須準備一份包含輸入與理想輸出的資料集,這是衡量 AI 到底有沒有達到業務標準的唯一客觀基準。 💡 分層評估策略 👉 先用簡單的規則抓出基礎錯誤,再針對複雜邏輯進行語意檢查,這樣能幫你省下大量開發資源。 💡 流程隔離除錯 👉 在多代理人系統中,請務必拆開每個步驟來評估,這樣才能精準抓出到底是哪一個環節出了問題。 💡 成本優化路徑 👉 不一定要一直燒錢用頂尖模型,你可以用高品質資料微調輕量化模型,這能讓你用極低的成本進行大規模監控。 別再只會瘋狂調整提示詞了,花兩小時建立五十筆資料的黃金資料集,你會發現獲得的開發洞察,遠比兩週的手動測試還要多。 📎 參考資料: AI Evals Explained | How to evaluate AI Agents?(2026/7/9・10,334 views) https://www.youtube.com/watch?v=Er8HaogmQ Evals Are Broken, Use Them Anyway — Ara Khan, Cline(2026/6/6・4,421 views) https://www.youtube.com/watch?v=QuuIywMG4s8 Why Everyone Should Know About AI Evals: The Fundamentals Explained(2026/4/29・15,885 views) https://www.youtube.com/watch?v=EN8jVkv0kiw Why AI evals are the hottest new skill for product builders | Hamel Husain & Shreya Shankar(2025/9/25・123,878 views) https://www.youtube.com/watch?v=BsWxPI9UM4c How Lyft Builds Evals That Actually Matter in Production | Interrupt 26(2026/6/15・3,656 views) https://www.youtube.com/watch?v=UVeeNW_z068 Evals for taste: Hill-climbing a slide-generation agent(2026/5/23・10,149 views) https://www.youtube.com/watch?v=v9FTCvkV_a0 You’ll Finally Understand AI Evals After Watching This(2026/6/18・5,084 views) https://www.youtube.com/watch?v=12WN6u2DrBk How to Build AI Evals in 2026 (Step-by-Step, No Hype)(2026/1/15・16,371 views) https://www.youtube.com/watch?v=J7N9FMouSKg The Most Important New Skill for Product Managers in 2026: AI Evals Masterclass(2026/2/19・18,789 views) https://www.youtube.com/watch?v=Raa3qjEBvKE If You Don’t Understand AI Evals, Don’t Build AI(2026/3/20・22,144 views) https://www.youtube.com/watch?v=71qvIkO9d_A 歡迎請我喝杯咖啡,幫助我繼續把節目做得更好唷~! 👉 https://buymeacoffee.com/ailanrenbao -- Hosting provided by SoundOn

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EP365 – 什麼是AI Eval? AI系統被忽略但最重要的拼圖?導入影子測試與黃金資料集,讓你的 AI 產品品質進入專業級!

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