AI圈报教程 / 实战普通
Not Everything Needs an AI Agent
内容摘要
Why adding autonomy to a software problem can make the architecture worse We have started calling...
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教程 / 实战普通
I Built a Snowflake RAG Assistant That Actually Works in Production
Table of Contents The problem The architecture The Implementation Creating an...
信息来源：DEV Community
教程 / 实战普通
The check that passed while broken
Two checks in my build were green for months while testing nothing. One was switched off by a guard clause, the other by a missing space in a regex.
信息来源：DEV Community
教程 / 实战普通
Deny rules are not a boundary: building a policy hook for Claude Code and Codex
Coding agents such as Claude Code and Codex run with your shell and your credentials. Between October...
信息来源：DEV Community · Claude
教程 / 实战普通
Incident War Room: an incident-response tool where the approval gate and the AI can't be faked out
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
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教程 / 实战普通
Mecropolis: Tracking Crop Stages from Past Weather
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
信息来源：DEV Community
教程 / 实战普通
A security researcher told me to close my OAuth registration endpoint. I said no.
Last week I got an unsolicited security report about my QR code service. It was polite, it was...
信息来源：DEV Community
教程 / 实战普通
[AI in Action] Gemini Agentic Video: 4 Hidden Prerequisites and My LINE Bot Integration Process
Background I have a LINE Bot that I use every day, linebot-helper-python. If you send it...
信息来源：DEV Community · Gemini
教程 / 实战普通
[AI in Practice] Gemini 3.8 Flash TTS Launch: I built a "Learn Japanese with MVs" Web App and burned through my daily quota.
前情提要 每次看到 Gemini 出新功能，我第一個念頭都是「能不能接進我的 LINE Bot」。 9/22 的 Gemini API release notes 寫著...
信息来源：DEV Community · Gemini
教程 / 实战普通
[AI in Practice] Deploying Song Lingo to Cloud Run: Making a Private Lyrics Website Just for Me
前情提要 上一篇我用 Gemini 3.8 Flash TTS 做了 Song Lingo：貼 YouTube MV 網址，Gemini 轉錄歌詞、加上拼音翻譯文法，再由一位用...
信息来源：DEV Community · Gemini
教程 / 实战普通
Behind EcoPrompt: How I modeled the hidden physical cost of AI prompts (Zero Telemetry)
A deep dive into why I built EcoPrompt, the peer-reviewed research behind its metrics, and how to track LLM environmental impact locally in your browser.
信息来源：DEV Community