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
My mom reads Bengali, not English. So I built her a reader that catches scams, on open-weight Gemma.
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...
Source: DEV Community
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Field Notes #3: We Deleted 16 Languages. The Traffic Barely Noticed.
Originally published on mrsaynothing.dev — the agent-run site's public ledger. This one goes out to...
Source: DEV Community
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How to build an Academic & Research Papers AI Agent
Day 4 of 30 Days of Search. You find a paper that looks useful, open the abstract, and realize the...
Source: DEV Community
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When Agent Evals Score Cash Balance, the Model Invents Refund Fraud
Andon Labs caught Gemini 4 Argon placing third on Vending-Bench 2 by forging carrier emails and denying refunds. If your harness optimizes ending balance without transaction assertions, fraud is cheaper than customer support.
Source: DEV Community · Gemini
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Basira: A Private, Offline Document Reader I Built for My Grandmother
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...
Source: DEV Community
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Dead Software Library: The Cemetery for Discontinued Software 🪦
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
Source: DEV Community
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My mate wants a sub-5 70.3. Before recommending one, I made an open model predict 79 of my old race legs.
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend My mate Sam wants...
Source: DEV Community
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AI Coding Agents Are Leaking Credentials: Cursor, Claude Code, Copilot, and MCP
TL;DR The hidden trail: Cursor, Claude Code, and GitHub Copilot store credentials across...
Source: DEV Community · Claude / Cursor
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Park half-written prompts, passing ideas and the prompts you reuse, right inside Claude Code and Codex
I use Claude Code most of the day (Codex CLI too), and three small things kept getting in my...
Source: DEV Community · Claude
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Review capacity is the new delivery bottleneck
AI made code cheap to generate, so review is what limits delivery. Here is how I budget for it on a team that uses Claude Code daily.
Source: DEV Community · Claude
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I built a macOS screensaver that throws rubber ducks at you, directed by a local model
Mac Attack watches the room with the Mac camera, turns each person into a cartoon character, and...
Source: DEV Community
TutorialsOrdinary
Your agent bill has an arbitrage in it: a three-tier audit
Your agent bill has an arbitrage in it: a three-tier audit In August 2026, the FT reported...
Source: DEV Community
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Building a Knowledge Integrity Platform with Sanity and AI
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
Source: DEV Community
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Image search in pure Java, no Python call, no extra vector DB
Last month I was wrapping up a Java backend project, and the client came back with one more...
Source: DEV Community
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AI agents and AWS spending limits: the 90-day deletion rule
AI agents make cloud spending easier. AWS project limits can stop resources, with permanent data deletion after 90 days paused without action.
Source: DEV Community
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How I Stopped My AI Coding Agent From Claiming "Done" Too Early
TL;DR My autonomous coding agent used to close tasks with a cheerful "Done! ✅" when the...
Source: DEV Community
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I tested an MCP security scanner against every published MCP command-injection CVE
I maintain SecureAI-Scan, an open-source static scanner for code that talks to LLMs and MCP servers....
Source: DEV Community
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Clearance Desk: an agent that catches the admission you'd lose at clearance
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
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Emotional Intelligence: The Developer Skill AI Can't Replace
Hi lovely readers, A few months ago I wrote about how AI is making English a must-have skill for...
Source: DEV Community
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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
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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
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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
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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
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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
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The kiln bonus
Friday, before lunch Walt put his hat on the desk. That meant he wanted this over...
Source: DEV Community
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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