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
The coding-agent toolbox around the model: 8 notes on CLAUDE.md, mcp2cli, OpenCode and worktrees
Once you use a coding agent every day, the model itself stops being the main lever. What changes the...
Source: DEV Community · Claude
TutorialsOrdinary
It Remembers Across Restarts — and Forgets Mid-Conversation
Session files stored fourteen messages while the model saw six. A restart keeps your name, and seven turns later the same conversation forgets it.
Source: DEV Community
TutorialsOrdinary
AI Search Often Knows a Brand’s Category but Misses Its Customer Fit
Being named in an AI-generated answer is not necessarily a win. A brand can appear prominently while...
Source: DEV Community
TutorialsOrdinary
One approval, two payments: what an AI agent does after a crash
Written with help from AI (Claude). I maintain Call4Agents, the library mentioned at the end. Every...
Source: DEV Community · Claude
TutorialsOrdinary
Being, Doing, Having: Why 50 Years of Senior Craft Lives in Context, Not Code
Why does standard AI code generation try to jump straight to 'Have' without the proper 'Be'? How ladder rungs, the 'Null-State' couch flash, and stand-up comedy explain what separates senior engineers from junior token streamers.
Source: DEV Community
TutorialsOrdinary
YouTube Description Updates Were Linked to Higher AI Retrievals in a Small Peec AI Test
A small experiment from Peec AI suggests that improving YouTube video descriptions, including adding...
Source: DEV Community
TutorialsOrdinary
I ran 3 Claude Code architecture diagram tools on my repo. Here's what each one got right
My project, worklore, is a small app that grew in all directions: a Python backend on AWS Lambda, a...
Source: DEV Community · Claude
TutorialsOrdinary
An Update on the Hacktoberfest Open-Source AI Challenge: Ghost in the Machine Winners
Hey all, we have a quick update for everyone who participated in the Hacktoberfest Open-Source AI...
Source: DEV Community
TutorialsOrdinary
Anthropic Says Claude Speeds Up Biomolecular Modeling With Less Compute
Anthropic says Claude can substantially accelerate biomolecular modeling, a computational field used...
Source: DEV Community · Claude
TutorialsOrdinary
Ambiguous User Requests: When AI Agents Ask, Act or Escalate
Your agent didn't misunderstand you. It guessed — confidently, silently, and wrong. That's the real...
Source: DEV Community
TutorialsOrdinary
AI Overviews: Why Brand Mentions Matter More Than Backlinks
Backlinks remain an important part of the web's discovery and authority ecosystem, but they may not...
Source: DEV Community
TutorialsOrdinary
Google Brings Gemini-Powered Business Profile Tools to Workspace
Google is integrating Gemini more directly into local business management. Its new Business Profile...
Source: DEV Community · Gemini
TutorialsOrdinary
4 money bugs that bite AI agents (and how I fixed them in PurseString)
I'm building PurseString, an open-source MCP server that lets AI agents spend money safely. A lot of...
Source: DEV Community
TutorialsOrdinary
I built a local AI coding agent for VS Code in 4 days — here's how it works
During Meta's Global AI Developer Hackathon, I spent roughly four intensive days building RAME Code,...
Source: DEV Community
TutorialsOrdinary
Quits: a group tab that remembers who doesn't drink
A shared expense tab that learns a group's unwritten rules into Walrus Memory and settles debts in USDC on Sui through Tatum, with x402 payments and an agent bound by a Sui Allowance.
Source: DEV Community
TutorialsOrdinary
AI coding goes from generation to verification
ICYMI AI: The latest AI trends, delivered to Dev.to Tech Talk: Can (and should) AI verify...
Source: DEV Community
TutorialsOrdinary
AI Visibility Metrics Need Repeat Sampling Before They Guide Decisions
AI visibility is becoming a regular reporting line for brands and agencies, but a single prompt run...
Source: DEV Community
TutorialsOrdinary
Floating Versions Are an Open Door: Pin Your Actions and Dependencies
The problem Look at almost any CI workflow and you'll find a line like this: - uses:...
Source: DEV Community
TutorialsOrdinary
Containing the Autonomous Mind: Sub-Second Zero-Trust Execution with GKE Agent Sandbox
Why standard Kubernetes pods fail when AI agents start writing code and how to build a sub-second,...
Source: DEV Community
TutorialsOrdinary
Claude Code email in User-Agent headers: how it happened and what the fix covers
Claude Code put the account email in the model's context, and the model used it as a User-Agent contact. What the privacy mod checks and what it misses.
Source: DEV Community · Claude
TutorialsOrdinary
10 AI Terms Every Developer Should Know to Build Better Systems
In my last speech, I wanted the audience to leave with something they could use beyond a particular...
Source: DEV Community
TutorialsOrdinary
Prompt Pad: Show Your AI How to Respond with Few-Shot Examples
Want AI to answer in a specific way? Don't just tell it. Show it. In this episode of Prompt Pad,...
Source: DEV Community
TutorialsOrdinary
[Part 3] Your first steps in Computer Vision on AWS: deploying models for an ASL recognition app
This is the third and final part of the series "Your first steps in Computer Vision on AWS". If you...
Source: DEV Community
TutorialsOrdinary
MCP servers stopped working in July 2026 — here is the exact change (with a working diff)
If you copied an MCP server example in the last year and it stopped working, you are not doing...
Source: DEV Community
TutorialsOrdinary
We Built an SRE Copilot That Actually Remembers Past Outages Using Hindsight, FastAPI, and Groq
## **By Manikanta Marathi** • *Lead Site Reliability Engineer, NexusMemory Project* --- ### The...
Source: DEV Community
TutorialsOrdinary
Make Claude Code render a 6-second title video, not just write the code for one
Ask a coding agent for "an animated title for our launch" and you usually get a page of animation...
Source: DEV Community · Claude
TutorialsOrdinary
Road to State Machines VII - But Who Owns the State When Many Orders Are Active?
Our order can now wait for an external result without pretending that the operation has already...
Source: DEV Community
TutorialsOrdinary
The central challenge of working with AI
The central challenge of working with AI is speed vs. quality. Work too slow and your...
Source: DEV Community
TutorialsOrdinary
1,137 stars, 127 forks, 2,000+ tests. What 8 months of open-source GEO tooling taught me about what AI actually reads
I shipped the first version of GEO Optimizer on February 18, 2026. Eight months later it is at...
Source: DEV Community
TutorialsOrdinary
EU Finds TikTok’s Addictive Design May Breach the DSA, Signaling Marketing Changes
The European Commission has preliminarily found that TikTok’s service design may breach the Digital...
Source: DEV Community
TutorialsOrdinary
AI Isn't Killing Junior Developers. It's Breaking the Learning Path.
AI is automating tasks juniors used to learn from. New hiring and QA research shows why the real challenge is rebuilding the path from beginner to experienced engineer.
Source: DEV Community
TutorialsOrdinary
I built a private, offline AI chat you can run with one command: npx unmuzzled
A local LLM chat app built on llama.cpp, Node and a hand-built web UI, plus what it took to make localhost secure and ship the same model on Android.
Source: DEV Community · Llama
TutorialsOrdinary
I benchmarked 8 models on our own code reviews. The first bug was ours.
Claude Opus 5.5 failed the same review three runs out of three. Same pull request, same reviewer...
Source: DEV Community · Claude
TutorialsOrdinary
Cybersecurity in the AI Era
Scams are becoming more convincing. AI tools are gaining more access. A practical guide to trust,...
Source: DEV Community
TutorialsOrdinary
I built a security-report desk that keeps vulnerabilities under embargo, and the chat platform enforces it
Open-source maintainers are drowning. One well-funded project, OpenSSL, went from about nine...
Source: DEV Community
TutorialsOrdinary
tmux vs Zellij vs Hermes IDE: Five CLI Agents, and Which One Is Waiting on You
Five Claude Code and Codex sessions, one blocked on you. Real tmux and Zellij configs, what Hermes IDE adds, and where a multiplexer still wins.
Source: DEV Community · Claude
TutorialsOrdinary
I Put My Coding Agent to Work Finding Clients
I gave my coding agent a test offer: writing comparison pages for B2B software companies. Then I...
Source: DEV Community
TutorialsOrdinary
We Merged 3 Repositories Into 1. Then AI Said: Roll It All Back.
A failed CI check nearly turned a successful FastAPI and BigQuery consolidation into an unnecessary rollback. Here's what one Boolean condition taught us about AI-assisted engineering.
Source: DEV Community
TutorialsOrdinary
Using Evil Spirits To Cast Out Evil Spirits!
Hey everyone 👋, This post is something I have been sitting on for a while, and I am finally writing...
Source: DEV Community
TutorialsOrdinary
The "Magic Pill" Delusion: Why AI Licenses Won't Fix Broken Platform Engineering
The "Magic Pill" Delusion: Why AI Licenses Won't Fix Broken Platform Engineering TLDR: AI...
Source: DEV Community