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Shopify CTO 談 Claude：工程師不限 token、公司數位分身與 AI 策略
Claude 官方 YouTube 頻道於 10 月 8 日發布與 Shopify CTO Mikhail Parakhin 的訪談，介紹 Shopify 如何運用 Claude。影片說明提及工程師不限 token、採用最大型號、用公司數位分身預測商家成長，以及 AI 對工程效率與團隊管理的應用。
完整報導
Claude 官方 YouTube 頻道於 2026 年 10 月 8 日發布訪談，邀請 Shopify CTO Mikhail Parakhin 談 Shopify 如何使用 Claude。影片說明將焦點放在 AI 對工程生產力與投資報酬的衡量，以及企業如何把 AI 用於實際工作流程。
依影片說明，Shopify 讓工程師不限 token，並採用最大型號；訪談也談到以公司數位分身預測商家成長。這些內容把模型使用政策與一項面向商家成長的內部應用並列，呈現訪談所討論的不同層次。
說明文字還提到 Parakhin 分享一個他投入七年的問題，以及 AI 在工程團隊管理上的角色。另一個主題是他向 CTO 建議的「barbell」token 策略；目前提供的影片說明未進一步解釋這項策略的操作細節。
Shopify 的 ICLR 2026 專頁也將 Parakhin 列為公司 CTO，並介紹 Shopify 的 AI 工作。這次訪談因此提供了一份來自公司技術主管的實務案例，讓讀者看到企業 AI 採用不只涉及模型選擇，也延伸到工程流程、管理與商家成長分析。
為什麼值得注意
訪談把企業 AI 採用的幾個實際議題放在同一個案例中：模型使用方式、工程工作與管理，以及以數位分身預測商家成長。對評估 AI 如何進入大型平台公司的日常工作的讀者而言，這些主題比單純介紹模型功能更具體。
來源證據
先看主要證據，再查看佐證來源與來源脈絡。
主要證據
1Inside Shopify's AI strategy with CTO Mikhail Parakhin
Claude
“Shopify's CTO on how Shopify uses Claude: unlimited tokens for everyone, always the largest model, and a digital twin of the company. In this conversation with Boris, Shopify's CTO explains why the real value of working with Claude is in building things that weren't possible before.…”
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