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
I gave my local AI agents an org chart, a budget, and a paper trail
My AI agents run on my laptop, on a local model, around the clock. Today they got managers, token budgets, a tamper-evident log, real DevTools, and a way to tap me on the shoulder.
Source: DEV Community
TutorialsOrdinary
Prompt library audit: intent vs. model dialect
There's a prompt sitting in my image folder that looks like this: cinematic portrait, 85mm, (rim...
Source: DEV Community
TutorialsOrdinary
Touch Grass Birder: a bird call identifier that works with no signal
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass. ...
Source: DEV Community
TutorialsOrdinary
Nice Out: an app that learns your kind of nice weather, then tells you to go outside
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
TutorialsOrdinary
Enterprise MCP Gateway to Govern MCP Tool Access
Model access controls what an AI system can know and generate. Tool access controls what it...
Source: DEV Community
TutorialsOrdinary
TOOL JUDGMENT: Does an AI Know When NOT to Use a Tool?
This is a submission for the Kaggle Benchmarking Challenge This is a submission for the Kaggle...
Source: DEV Community
TutorialsOrdinary
I built a system design app that teaches why and helps you in interviews
SysDesign Studio is an open-source, interactive way to practice system design interviews. Evolve...
Source: DEV Community
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Shipping a Seasonal AI Side Project on Cloudflare Workers: Lessons from a Pet Halloween Photo App
Most side-project advice assumes you have time: launch, iterate, grow slowly. A Halloween product...
Source: DEV Community
TutorialsOrdinary
Ontological Shock at Altitude
Rocky Mountain Ruby 2026 in Boulder was two days, one track, and a lot of AI. Nearly every talk still found its way back to the people doing the work.
Source: DEV Community
TutorialsOrdinary
Five Things Release Day Caught That Six Weeks of Green Tests Didn't
For weeks my CI badge was red, and I had learned to look past it. Release day, I finally read the...
Source: DEV Community
TutorialsOrdinary
Why We Stopped Letting LLMs Do Raw Math: Building Pythos With Deterministic Verification
Large Language Models are incredible at conceptual analogies, Socratic dialogue, and breaking down...
Source: DEV Community
TutorialsOrdinary
Build AI Provenance Checks That Can Say Unknown
OpenAI's October 5 text-provenance announcement is a useful prompt for builders. Its textGrain...
Source: DEV Community · OpenAI
TutorialsOrdinary
Paper Trail: Gemma writes your walk a field card, then the screen goes away
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
TutorialsOrdinary
The agent did exactly what I asked. That was the bug.
Three times this month my agent executed a flawed request perfectly. Hooks can't catch this...
Source: DEV Community
TutorialsOrdinary
Does a Claude Code UserPromptSubmit hook keep a blocked prompt out of the transcript? 6 of 6 never reached the model, all 6 were still written to it
6 of 6 prompts that a UserPromptSubmit hook blocked never reached the model, yet all 6 were still...
Source: DEV Community · Claude
TutorialsOrdinary
Evaluating the AI-Assisted Developer Experience
This article is a copy-edited transcript of the presentation given at DevFest Melbourne, October 3,...
Source: DEV Community
TutorialsOrdinary
AI Is Making It Too Easy to Avoid Thinking
I use AI every day. I build things with it, experiment with it, write code with it, learn about new...
Source: DEV Community
TutorialsOrdinary
The Two-Phase Machine: Your LLM Request Is Two Jobs in a Trench Coat
Every API call you make to an LLM is secretly two jobs glued together. The first reads your entire...
Source: DEV Community
TutorialsOrdinary
Microsoft MAI Streaming Transcription Now Works With LiveKit Agents for Voice Workflows
Microsoft's MAI-Transcribe-2-Streaming can now be used by LiveKit Agents through an official...
Source: DEV Community
TutorialsOrdinary
OpenAI Limits Text Watermark Detection to Approved Researchers in Phased Rollout
OpenAI is taking a cautious approach to text provenance by limiting access to its new text watermark...
Source: DEV Community · OpenAI
TutorialsOrdinary
Touch Grass: 6 Project Ideas for People Who Live in a Terminal (Hacktoberfest DEV Challenge, Week 1)
The theme for Week 1 of the Hacktoberfest DEV Challenge is out, and it is a little personal for...
Source: DEV Community
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OpenAI Expands Text Provenance in the EU as AI Act Rules Drive New Watermarking Tools
OpenAI is extending its content provenance work to AI-generated text in the European Union,...
Source: DEV Community · OpenAI
TutorialsOrdinary
Activating Your Data Layer for Production-Ready AI
When discussing applications and systems using generative AI and the new opportunities they present,...
Source: DEV Community
TutorialsOrdinary
Mistral Vibe Adds GLM 5.3 and Smarter Controls for Terminal Coding Agents
Mistral is expanding Vibe, its terminal-based coding agent, with three connected workflow...
Source: DEV Community · GLM / Mistral
TutorialsOrdinary
n8n Cloud Offers Free Jev Model Usage Through Gateway Credits Until October 10
n8n Cloud users on Starter, Pro, and new trial plans can use TypeSafe AI's Jev model without Gateway...
Source: DEV Community
TutorialsOrdinary
Publishing Markdown to Substack from an Agent Skill
Substack has no publishing API, its editor has no tables, and a link around inline code is dropped on paste. A step by step walk-through of the Substack destination in publishing-kit: what the editor keeps, what it drops, and how an agent …
Source: DEV Community
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Allocating Intelligence. Rethinking Where AI Belongs in Software
Over the last few years, AI tools have progressively become part of our everyday workflows. We use...
Source: DEV Community
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Google Search Console Adds Multimodal Reporting for Lens and Visual Search Traffic
Google has introduced Web multimodal search performance reporting in Search Console, giving site...
Source: DEV Community
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Claude’s Invisible Text Watermark Changes Provenance, Not Google SEO Rankings
Anthropic has begun embedding an imperceptible, machine-readable watermark in Claude-generated text...
Source: DEV Community · Claude
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Professional Antipatterns: The CTO Who Chose Agentic Development Over Agentic Development
A colleague recently gave an internal presentation about GitHub's Spec Kit and spec-driven...
Source: DEV Community
TutorialsOrdinary
Scaffolded Trajectories Make Terrible Agent Training Data
When an autonomous agent struggles on long terminal tasks, the standard engineering response is to...
Source: DEV Community
TutorialsOrdinary
Claude Code mods: but does it run Doom?
Yes ... Yes it does. The Minesweeper was the warm-up. A pane that can draw pixels and take the...
Source: DEV Community · Claude
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How to build a Financial Research Agent with SEC Filings and Market Data
Day 5 of 30 Days of Search. Quick Summary: You read the company’s filings, check the share price,...
Source: DEV Community
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Deploying an open-source AI agent platform to Kubernetes: the honest one-command version
Most 'deploy to K8s in one command' posts quietly skip the cluster prerequisites. Here's the real path for ApowerB's Helm chart: one command to install, plus the storage, ingress and TLS steps nobody shows you.
Source: DEV Community
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I Built My Friend a Mock Interviewer That Read His Rust Code
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...
Source: DEV Community
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I Built an AI That Reads Eviction Notices and Refuses to Lie to You
A weekend AWS build for the Zero to Shipped hackathon. Textract reads the notice, code finds the facts, and Bedrock only narrates, so it can't lie about your deadline.
Source: DEV Community
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Better Prompts Aren't Enough for Reliable AI Coding
When a coding agent gives you a confident answer, it's easy to treat that confidence as evidence. I...
Source: DEV Community
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How Hard Should You Review This? Ask What It Touches.
When a pull request shows up and an agent helped write it, the first question a lot of reviewers ask...
Source: DEV Community
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My AI Team Followed Three Rules. It Kept Two.
At eleven last night a message arrived in my Slack channel: the schedule was at risk. Below that came...
Source: DEV Community
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Your prompt-cache fix is worth 0% if your users only send one message
A 30-turn measurement of how the saving amortises — and why the "one-line fix" quietly decays as...
Source: DEV Community