AI圈报教程 / 实战普通
I got sick of regenerating AI ads over one typo, so I made this
内容摘要
While making social media creatives for clients. AI tools design them fine now, but the output is one...
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教程 / 实战普通
Stop Fighting Cursor: Treat It Like a Junior Dev, Not a Magic Wand
You are likely using Cursor wrong. Here is how to set boundaries for the AI so it stops hallucinating your architecture and starts delivering usable code.
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Reviewing AI code from juniors is slower than writing it yourself
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Threat modeling LLM tool-calling
A worked example of the frontmatter contract, and a short threat model for agents that are allowed to call tools.
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My Agent Found Real Improvements. The Statistics Still Killed the Promotion.
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Human-in-the-loop patterns for AI agents: when and how to make an agent stop and ask
Three real patterns for gating an agent before it does something irreversible, drawn from projects I built.
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教程 / 实战普通
Kubernetes network policies: your cluster is flat until you say otherwise
Here's a fact that surprises people new to Kubernetes and should genuinely alarm them a little: by...
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教程 / 实战普通
I Gave an LLM the Keys to Rewrite Its Own Prompt — Then Built a Gate That Said No 4,150 Times
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教程 / 实战普通
Generating test cases is the easy part
There is a ceiling on your test coverage and it is not technical. Running tests has been a solved...
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教程 / 实战普通
Two Gates, No Legal Move
My publish-pass agent hit a beat that no source label could satisfy — every relabel that cleared one automated gate tripped another, provably, by arithmetic. The fix wasn't to relabel harder; it was a recorded, attributable waiver, reserve…
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教程 / 实战普通
The Three-File System That Fixed Claude Code's Amnesia Across 11 Projects
I run Claude Code across eleven projects at the same time. Not eleven files. Eleven separate...
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