研究筆記。
我們在 AI 整合領域閱讀什麼、如何理解，以及這些研究如何改變我們執行案件的方式。精選，非定期。
每一篇筆記都引用原始來源。完整參考文獻見 參考文獻頁。目前筆記內文以英文為主，繁體中文版本陸續上線中。
回應 · 2026年5月19日 · EN
Anthropic's 4D AI Fluency model — what it gets right, and where it stops
The 4D model captures the cognitive shift behind effective AI use better than most. The piece it doesn't address is what happens when a fluent individual sits inside an organization that hasn't done the adoption work.
以英文閱讀綜合 · 2026年5月19日 · EN
What Brynjolfsson 2025 means for who you train first
The empirics on who actually gains from AI assistance are sharper than the conventional pilot heuristic admits, and they argue for sequencing training the opposite of how most rollouts approach it.
以英文閱讀立場 · 2026年5月19日 · EN
Why we don't pilot with the most senior team
The conventional advice is to start AI pilots with the most senior cohort to build executive buy-in. The data says that cohort produces the least productivity gain, the most quality risk, and the highest visibility cost. We do the opposite.
以英文閱讀