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RAG

Not Every Company Should Build RAG—Here’s How to Know

May 18, 2026December 10, 2025 by Tim

Your boss asks when you can have an AI-powered knowledge base. This article gives you a framework: a 9-point readiness checklist, a decision matrix, and scripts for explaining—in language executives understand—why doing it now might be right or wrong.

Categories Technical Tags AI, Project Management, RAG

不是每間公司都該做 RAG——這是判斷標準

May 18, 2026December 10, 2025 by Tim

老闆問你「我們什麼時候能有 AI 知識庫」?這篇給你一個框架:9 項就緒度檢核、決策矩陣、以及怎麼用老闆聽得懂的語言,說明為什麼「現在做」可能是對的——或錯的。

Categories Technical Tags AI, Project Management, RAG

5 Pitfalls You’ll Hit in Your First Month Building RAG

May 18, 2026December 9, 2025 by Tim

Assigned to build a RAG PoC? This is not about choosing vector DBs. It is about the 5 pitfalls you will definitely hit: chunking strategy, data quality, success metrics, maintenance costs, and user expectations. Lessons paid for in production outages.

Categories Technical Tags AI, DevOps, Python, RAG

RAG 專案的第一個月,你會踩的 5 個坑

May 18, 2026December 9, 2025 by Tim

被指派做 RAG PoC?這篇講的不是怎麼選 vector DB,而是你第一個月一定會踩的 5 個坑:chunking 策略、資料品質、成功定義、維運成本、用戶期望。都是花錢買來的教訓。

Categories Technical Tags AI, DevOps, Python, RAG

關於作者

Tim

Technology consultant, writing while doing | AI, Claude Code, Cloud

跟工程師、Tech Lead 一起在實戰現場踩坑。把學到的判斷框架、改回來的決定寫下來——失敗率、紅旗、不適合的場景一起談。也寫單車。

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