AI Tutorials & Practice
收录 AI 工具教程、提示词、安装部署、配置指南、开发实战与可复现步骤。
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TutorialsOrdinary
Five ways real MCP clients broke our server
An agent once told one of our users that our MCP tools "cannot create projects" and asked them to...
Source: DEV Community
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What a Claude Code plugin runs before you type: we read 2,688 public plugins
Before you install a Claude Code plugin, open three things in its folder: hooks/hooks.json, .mcp.json...
Source: DEV Community · Claude
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When a Self-Hosted Model Gateway Tripped Trust & Safety
A post-mortem of consolidating subscription seats behind one OpenAI-compatible gateway: the OAuth client boundary that was crossed, the cluster block that followed, and the task-dispatch architecture that replaced it.
Source: DEV Community · OpenAI
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How I Automated 3D Game Assets with FLUX, Blender and the Roblox API
The problem I build Roblox games on my own, and good-looking 3D models were always my...
Source: DEV Community
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IA Jurídica: o que aprendi analisando 10 falhas de um assistente para contratos na minha pós-graduação
Fala, pessoal! Recentemente, desenvolvi um trabalho para a minha pós-graduação com um tema que vem...
Source: DEV Community
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Will AI Make Abstractions Obsolete?
As AI agents become increasingly capable, I've noticed a growing number of discussions questioning...
Source: DEV Community
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Before you open Claude Code in a cloned repo, check its .claude/skills folder
Before you open Claude Code in a repo you cloned, look inside its .claude/skills/ folder. Read the...
Source: DEV Community · Claude
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Replaying 147 Claude Code & Codex Sessions to Tune autoCompactWindow (and Catching a 3x Token Overcount)
My first script for checking local Claude Code token usage summed raw assistant lines in...
Source: DEV Community · Claude
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One word in a chat took my shop offline. I built it that way.
The word was go. A bot in the on-call room had just told me the deploy caused the outage. It quoted...
Source: DEV Community
TutorialsOrdinary
CallBook: a prediction you can't take back, remembered in Walrus and proven through Tatum
Everyone says they called it. Almost nobody can show they said it first. That is the problem...
Source: DEV Community
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Congrats to the Kaggle Benchmarking Challenge Winners!
A few weeks ago we teamed up with Kaggle to ask a deceptively simple question: how do you actually...
Source: DEV Community
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Coding Agents Are Growing Memories. If You Can't git diff It, Don't Trust It
Codex 0.165 made memory v2 the default for fresh profiles; Claude Code's auto memory is on by default. Neither shows up in a PR. Agent rules belong in git.
Source: DEV Community · Claude
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The Pace Doesn't Ship
You finish the engagement on a Friday. The repo is clean, the pipeline is green, the agent guides in...
Source: DEV Community
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Prompt Pad: What Are Open-Weight Models?
When people call an AI model "open," they don't always mean the same thing. On this week's Prompt...
Source: DEV Community
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Threat-model an agent that can spend or sign
Map what a compromised prompt, model, or host lets an attacker sign or steal, then choose a control tier.
Source: DEV Community
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Linux local privilege escalation: OpenAI's 948 reported findings
OpenAI reports 948 local Linux escalation findings. Variant counting, human patch review and assigned-path checks explain what the research establishes.
Source: DEV Community · OpenAI
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Teaching a Machine to Say Namárië
In my very first Quenya post (so proud of myself!), I listed QuenyaTTS among the tools worth knowing:...
Source: DEV Community
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Google Search Console’s November Click Spikes Look Like a Non-Human Traffic Anomaly
Multiple SEO practitioners reported unusual Google Search Console (GSC) click spikes between October...
Source: DEV Community
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Requiem: a crash reporter that writes a eulogy for the program that died
This is a submission for the MLH x DEV Writing Challenge What I Built Every crash gets a...
Source: DEV Community
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One in five Claude Code skills runs a bundled script. We read what those scripts do
Before you install a Claude Code skill, open its folder and look for a scripts/ directory. If the...
Source: DEV Community · Claude
TutorialsOrdinary
NVMe-oF vs Local SSD for Checkpoints: The Restart Bill
Disaggregated flash looks cheaper per terabyte until a job restarts and a hundred GPUs wait on a shared write path that was sized for steady state.
Source: DEV Community
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Sparse MoE vs Dense Scaling: The Routing Tax Nobody Budgets
Sparse expert models buy FLOPs back, then spend them on all-to-all traffic, expert imbalance and a batch size that never quite fills every expert.
Source: DEV Community
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OpenAI Expands Daybreak With Blue and Red for Authorized Cybersecurity Work
OpenAI has expanded Daybreak into two controlled-access tiers for authorized cybersecurity work:...
Source: DEV Community · OpenAI
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Claude Code Hooks: Automating Your AI Coding Workflow
Claude Code Hooks: A Complete Guide to Automating Your AI Coding Workflow If you've been...
Source: DEV Community · Claude
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Request, Review, Accept, Repeat: The Life Inside the Loop
Coding with agents turned my job into one infinite loop of asking, reviewing and approving. I lost the fun part of solving problems. Here's what I got back.
Source: DEV Community
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My AI security scanner reported three vulnerabilities in code it never read
The run said success. The dashboard showed three findings. The report read like a careful security...
Source: DEV Community
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Slashing AI Agent LLM Bills by 75%: Sub-Millisecond Context Compression and Semantic Prompt Optimization in Python
Slashing AI Agent LLM Bills by 75%: Sub-Millisecond Context Compression and Semantic Prompt...
Source: DEV Community
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Home-made Evals Just Taste Better
Note This is a shortened version of the original writing on kig.re — my personal blog. Here is...
Source: DEV Community
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How do I run untrusted LLM-generated code in an isolated environment?
Run untrusted LLM-generated code in a hardware-isolated sandbox with the network locked to an...
Source: DEV Community
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The right answer was the odd one out 67 % of the time
I build practice exams for Dutch certification exams: the VCA safety certificate, the hospitality...
Source: DEV Community
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Claude Code Ignoring CLAUDE.md? See What's in Its Context
When Claude Code ignores a rule, the usual move is to reword it. Start with the verb, use backticks...
Source: DEV Community · Claude
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I let an AI agent read one document. It tried to make a payment. Try it yourself in 60 seconds.
AI agents are getting real tools: email, payments, code repos, customer data. At the same time, they...
Source: DEV Community
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Two companies, one outage, zero shared logs: building Airlock on Switch
#HowISwitch · Flip the Switch hackathon Here's an incident every Nigerian developer who has touched...
Source: DEV Community
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Title: The Memory That Knows When It Is Wrong
Description: Perfect recall is dangerous without discrimination. How one agent stores the signal that...
Source: DEV Community
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"Receipts, Not Vibes: Why Agent Memory Needs Provenance"
Description: Agent memory is only useful if every claim traces back to a real incident. A practical...
Source: DEV Community
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Find the production agent failures that every health check misses
AQuA is an open-source quality agent that surfaces the production failures your health checks miss and, when you ask, traces a failure to the line of code behind it. Try its dashboard locally.
Source: DEV Community
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Your On-Call Agent Needs Hindsight, Not a Bigger Model
Description: An on-call SRE agent is only as good as the incidents it can recall. Structured...
Source: DEV Community
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One Markdown File Can Hijack Your AI Coding Agent: The Hidden Cost of Blindly Trusting AGENTS.md
How a single AGENTS.md or CLAUDE.md file in your Downloads folder or a pull request can silently hijack your AI coding agent, steal OAuth tokens, and execute shell commands—plus how to lock down your local workflow.
Source: DEV Community · Claude
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Running LLM-generated Go patches in a sandbox without Docker
I got tired of the same loop: copy a stack trace, paste it into a chat window(chat gpt), paste the...
Source: DEV Community · GPT
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My coding agent asked another agent for permission. It said no.
Built for Flip the Switch by WeMakeDevs, on Switch. #FlipTheSwitch #HowISwitch It's 10:35 on a...
Source: DEV Community