Skip to content

tim Insight

  • Home
  • Technical
  • Cycling
  • Insight
  • Investment
  • About
  • Contact

RAG

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

January 6, 2026December 10, 2025 by rajatim

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 Leave a comment

不是每間公司都該做 RAG——這是判斷標準

December 15, 2025December 10, 2025 by rajatim

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 Leave a comment

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

January 6, 2026December 9, 2025 by rajatim

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 Leave a comment

RAG 專案的第一個月,你會踩的 5 個坑

December 14, 2025December 9, 2025 by rajatim

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 Leave a comment

瀏覽主題

💻 Technical 140 篇 💡 Insight 26 篇 🚴 Cycling 7 篇 📈 Investment 6 篇

🔥 熱門文章

📅 最新文章

  • Vibe Coding is Fast, But Fixing Chinese Localization Isn’t — Meet zhtw December 26, 2025
  • Vibe Coding 很快,但簡體用語改不完?試試 zhtw December 26, 2025
  • AI Enters the Terminal: A Developer’s Guide to Choosing Terminals in 2025 December 21, 2025
  • AI 進入終端機:2025 開發者終端機選擇指南 December 21, 2025
  • The 10-Minute Value: What Does Senior Really Mean in the AI Era? December 14, 2025

Blog Statistics

179+
Published Articles
140
Technical
26
Insight
7
Cycling
6
Investment

關於作者

rajatim

Technology Consultant | Cloud & DevOps Enthusiast | Cyclist

分享技術筆記、工作心得與單車挑戰。專注於雲端架構、系統整合與效能優化。

AI (32) Android (10) Architecture (22) AWS (22) AWS EC2 (16) Azure (18) CLI (8) Database (10) DevOps (42) GCP (10) iOS (12) Java (18) Linux (10) Performance (16) Project Management (12) Python (8) Security (26) Spring Boot (10) Testing (8) Ubuntu (8)

LinkedIn Email
🚀 Blog 已運行
7 年 9 個月 19 天
自 2018 年 4 月 5 日
© 2025 rajatim