AI圈报教程 / 实战普通
Debugging PHP in Docker with an AI Agent and Xdebug
内容摘要
For a while now I have used LLMs to automate parts of my work. One of those parts is debugging hard...
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教程 / 实战普通
My LLM eval cried wolf. Here's what I measured.
Disclosure first: I write digline, a small Python library for regression testing LLM applications....
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教程 / 实战普通
I Hid a Rule in CLAUDE.md. Only One Reviewer Could Prove It Read It.
"Does your AI code reviewer read CLAUDE.md?" is the wrong question to ask. Almost any of them will...
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教程 / 实战普通
A backend has to fail twice, and one failure is not an outage
The first version of my router failed over on the first error and flapped constantly. The reason...
信息来源：DEV Community
教程 / 实战普通
How I Taught My AI Coding Agent to Stop Undoing My Design Decisions
TL;DR My AI coding agent kept "fixing" things I had broken on purpose — reverting...
信息来源：DEV Community
教程 / 实战普通
The Verification Bottleneck in AI-Generated Software
AI can generate code faster than ever. That doesn't mean we're shipping correct software...
信息来源：DEV Community
教程 / 实战普通
I Tackled the Planet of Lana Language Challenge by Building an AI Translator & Voice Synthesizer
The developers of Planet of Lana challenged fans to speak Novo Terali. Instead of a simple social shoutout, I built an end-to-end conlang translation engine, voice synthesizer, and quarantine panel.
信息来源：DEV Community
教程 / 实战普通
What tool poisoning actually looks like in an MCP manifest
A tool description reaches the model as instructions. It is written by whoever published the server,...
信息来源：DEV Community
教程 / 实战普通
I Ran a Fire Drill for Incident Response with a Local LLM (and Caught It Making Things Up)
A Japanese version of this is on Note. RoamSwitch is a network security tool I build solo for Mac...
信息来源：DEV Community
教程 / 实战普通
MCP security scanners are wrong about four findings in five, and the cause is structural
An independent audit in April 2026 measured roughly a 78% false positive rate from regex-based MCP...
信息来源：DEV Community
教程 / 实战普通
How I Built an AI Agent That Cut My AWS Bill by 40% (CrewAI + Bedrock)
Last week my AWS bill hit $300. I knew there was waste hiding somewhere. Forgotten EBS volumes, idle...
信息来源：DEV Community