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
Claude Code Mods Aren't Sandboxed. Neither Is Your Understanding of "Sandboxed".
Two statements about Claude Code mods, both true, both from Anthropic's own docs: The module runs...
Source: DEV Community · Claude
TutorialsOrdinary
OriginTrace: Protecting the DEV Community from Content Theft using Sanity Context MCP
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
TutorialsOrdinary
I built a time tracker without touching the code: declarative architecture programming with Claude
I ran an experiment: build a complete product without writing or editing a single line of code...
Source: DEV Community · Claude
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My friend almost got phished — so I built him a local AI bodyguard in one weekend
📅 DEV Weekend Challenge: Build for a Friend · Hacktoberfest 2026 🔗 Repo:...
Source: DEV Community
TutorialsOrdinary
DocuMind: Intelligent Real-Time AI Documentation & Technical Knowledge Agent
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real...
Source: DEV Community
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Your CDN can overrule robots.txt: finding the layer that refuses AI crawlers
In the first post I found Japanese tourism sites whose robots.txt welcomes GPTBot while the server...
Source: DEV Community
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What Actually Happens During Speculative Decoding in LLMs
How draft models, parallel target verification, and rejection sampling break the GPU memory bandwidth bottleneck without losing output quality.
Source: DEV Community
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Building an Agentic System in .NET, Part 3: Durable Memory with Postgres and pgvector
The previous two parts wired up the agent loop and gave it tools. The missing piece is memory....
Source: DEV Community
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When More Semantic Signals Made My AI Judge Worse: Building a Lateral Thinking Game with Jev
When More Semantic Signals Made My AI Judge Worse I have been building a small web game...
Source: DEV Community
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How to Build a Zero-Knowledge AI Prompt Anonymizer in Pure JavaScript (Two-Way PII Masking)
Learn how to build a zero-knowledge AI prompt anonymizer in pure JavaScript to sanitize confidential names, emails, and financial figures before ChatGPT.
Source: DEV Community · ChatGPT
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I A/B-tested 9 popular AI agent skills. 4 of them did nothing.
Agent skills are everywhere this year. A skill is a SKILL.md file that teaches a coding agent (Claude...
Source: DEV Community · Claude
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The Math an Applied AI Engineer Actually Uses in an Evaluation Loop
A team compares two versions of an AI service. Average accuracy rises from 82% to 86%. The new...
Source: DEV Community
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Can Jev predict Bitcoin? It read the indicators backwards
I gave Jev 12 indicators on 1,500 unseen BTC 5-min candles. It read them right 99.8% of the time, then scored AUC 0.49. A plain model got 0.52.
Source: DEV Community
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Jev by TypeSafe AI: the hype, reactions, and two-week clone war
Jev TypeSafe AI's decision model returns typed answers in milliseconds. See the hype, the Reddit skepticism, and the two-week OpenAI and AWS clones.
Source: DEV Community · OpenAI
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I Built a Political Accountability Agent That Queries Sanity
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
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My agents kept forgetting each other, so I wrote a protocol about it
Notes from building AMP, an open HTTP protocol for agent memory: what it defines, the five things I got wrong, and the question I still cannot answer.
Source: DEV Community
TutorialsOrdinary
Official Game Specs Lie. I Built an Agent to Prove It
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
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Model Context Protocol (MCP): The New Standard for AI Tool Integration
Ask an AI coding assistant to add a discount field to your checkout API and it will probably do a...
Source: DEV Community
TutorialsOrdinary
The kiln bonus
Friday, before lunch Walt put his hat on the desk. That meant he wanted this over...
Source: DEV Community
TutorialsOrdinary
StudyMate Offline: A Privacy-First AI Study Companion That Works Without Internet 🎓
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend StudyMate...
Source: DEV Community
TutorialsOrdinary
One inbox for every Claude Code session on every machine
On a normal day I have somewhere between five and fifteen Claude Code sessions running. Some are on...
Source: DEV Community · Claude
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Your agent loop has no cost ceiling. Here is the fix.
A runnable per-task token budget guard for agent loops, plus the routing and loop-detection rules that keep the cost bounded. Built while reading agent cost surveys and looking for where the ceiling should sit.
Source: DEV Community
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How I built hands-free voice mode for my AI assistant: ffmpeg VAD, barge-in, zero npm packages
How I built hands-free voice mode for my AI assistant: ffmpeg VAD, barge-in, zero npm...
Source: DEV Community
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One field in the request made our agent 3x cheaper and 8x faster
TL;DR. Reasoning models decide by themselves how long to think if you don't tell them. Our agent...
Source: DEV Community
TutorialsOrdinary
RxShield — Clinical Prescription Guardian & Dashboard
A clinical medication guardian built for Grandma Eleanor featuring Gemma 2 AI, ElevenLabs voice narration, and an accessible Linear/Raycast dark theme.
Source: DEV Community
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Your Transformation Isn't Failing. Your Evidence Is.
There's one question that quietly ends more transformation programs than bad architecture ever...
Source: DEV Community
TutorialsOrdinary
Your coding agent just read your API keys. I built a local check so they don't reach the model.
Your coding agent just read your passwords and API keys. Its next request goes to OpenAI or...
Source: DEV Community · OpenAI
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Claude Sonnet 5.5 Built a Kart Racer for My TV: 20 Prompts, 4 Players, Real Gamepads
Sonnet 5.5 built a split-screen kart racer in 12 prompts, Opus 5.5 made it playable on a TV in 8 more. Every prompt, every bug, the code.
Source: DEV Community · Claude
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Udhaar-Khata: Voice AI Digital Ledger for My Father Using 100% Local Open-Weights (Gemma 2 + Whisper)
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...
Source: DEV Community
TutorialsOrdinary
Grok Build Hype vs Reality: A Look at Real User Reactions
Grok Build is xAI's terminal coding agent with Plan Mode and parallel agents. But real users report silent code changes, pricing gripes, and a benchmark gap.
Source: DEV Community · Grok
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Qwen 3.6 Plus vs Claude Opus 4.6: Which One Actually Works in Production?
Qwen 3.6 Plus is free, fast, and ships 1M context. Claude Opus 4.6 costs more but handles hard agentic tasks better. Here's what actually matters.
Source: DEV Community · Qwen / Claude
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Anthropic Left 512,000 Lines of TypeScript in a Public npm Package. Here's What Was Inside.
Anthropic exposed 512K lines of Claude Code via a missed .npmignore. Every hidden feature, background agent, YOLO flag.
Source: DEV Community · Claude
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Cursor Shipped Composer 2. One API Call Told the Real Story.
Cursor launched Composer 2 without mentioning Kimi K2.5. A developer found the model ID in 24 hours. Here's the string.
Source: DEV Community · Kimi / Cursor
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Flash-MoE: How to Run a 397B Model on a Laptop
Flash-MoE streams a 397B Qwen model from SSD on a 48GB MacBook at 5.5 tok/s. No cloud. Here's how sparse MoE activation makes this actually work.
Source: DEV Community · Qwen
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PrepWise AI: An Open-Source Current Affairs Tutor for Exam Prep
What I Built & Who I Built It For My friend Geet is rigorously preparing for...
Source: DEV Community
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Your system prompt is silently killing your prompt cache
A benchmark on DeepSeek. Moving roughly 30 tokens from the top of a system message to the bottom cut...
Source: DEV Community · DeepSeek
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The brochure said 18 floors. The registration said 12.
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
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Claude Code's usage-limit auto-continue doesn't run in Remote Control sessions. Hooks resume them.
My Claude Code sessions stopped resuming after the 5-hour limit. Remote Control was the switch (docs, 2.1.289 code, my logs). The hooks that resume every session and keep a weekly reserve.
Source: DEV Community · Claude
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Pani Kaisa Hai? A golgappa map that warns a neighbourhood about bad water, but only after a human checks
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
Source: DEV Community
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Stop Trusting Autonomous AI Agents with Unchecked Tool Access: Introducing Vark
As AI agents transition from text completion interfaces to autonomous execution loops, we’re giving...
Source: DEV Community