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
OpenAI Says ChatGPT’s Search-Like Query Volume Is About One-Fifth of Google’s
OpenAI says ChatGPT’s web-search-like query volume is roughly 20% of Google’s traditional search...
Source: DEV Community · OpenAI / ChatGPT
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I ran the same multi-agent experiment twice. Half the conclusions flipped.
In August I ran a controlled experiment on my open-source multi-agent pipeline: the same task, done...
Source: DEV Community
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Indirect Prompt Injection: How to Protect Your AI Agent with Spotlighting and Prompt Shields
While my AI agent was reading a web page, the page tried to give it orders. The page started with...
Source: DEV Community
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How I Overhauled DocsGPT's Ingestion Engine & Supercharged RAG Context: My Hacktoberfest 2026 Journey
How I Overhauled DocsGPT's Ingestion Engine & Supercharged RAG Context: My Hacktoberfest 2026...
Source: DEV Community
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Switch from zero: ship a human-in-the-loop data quality agent to your team chat
I spent the Flip the Switch hackathon building Shield, an agent that checks a daily table, explains...
Source: DEV Community
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That's a Wrap on Hacktoberfest 2026! 🎃👻
Hacktoberfest 2026 wrapped up on October 31st! Thank you to everyone who built, hosted, mentored,...
Source: DEV Community
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How to Switch AI Character Chat Apps Without Losing Your Chats, Personas and Lore
Switching AI character chat apps is common: features change, free tiers shrink, rules shift, or...
Source: DEV Community
TutorialsOrdinary
Ctrl+C in a Coding Agent Is Just Byte 0x03. Raw Mode Decides What Happens Next
Agent TUIs can put the terminal in raw mode, so Ctrl+C arrives as byte 0x03, not SIGINT. Here's what that means for Esc, exit and the tests they spawn.
Source: DEV Community
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Anthropic FlashProve Shows How AI Outputs Could Become Cryptographically Verifiable
Anthropic has introduced FlashProve, an open-source research prototype designed to cryptographically...
Source: DEV Community · Claude
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The Biggest Problem With AI Test Automation Isn't Writing Tests
A few years ago, creating automated tests was one of the biggest bottlenecks in software...
Source: DEV Community
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What I Learned Managing a Full Project with Antigravity
How my workflow evolved from solo prompting in AI Studio to managing a multi-model AI team, running...
Source: DEV Community
TutorialsOrdinary
I'm sure there's lot's of other weird trends AI loves to create, but this one is quite funny
Wikipedia dropped this UUID in 2014. Now it's everywhere ...
Source: DEV Community
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Why freezing completed Markdown blocks reduces streaming rendering work
An AI response arrives as text deltas. A Markdown renderer normally receives a document. Connecting...
Source: DEV Community
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8 jq Commands That Show What Your Coding Agent Actually Did, From Its Transcript
Claude Code and Codex log every session to JSONL on your disk. Eight jq commands pull out the shell commands, edits, errors, denials, slow calls and model.
Source: DEV Community · Claude
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An AI Supervisor Ran a Call Center Team for Three Weeks. Then Someone Checked Its Weekly Report
Talk time with partners rose by a third to 80%, depending on how you count. Only one of the nine...
Source: DEV Community
TutorialsOrdinary
Your AI agent skills are probably out of date. Mine were. Here's how I handled it.
My old agent skill was one long file and it told every agent I used to run MinIO for local S3. Then...
Source: DEV Community
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Qwen weight editing: how Astra reduced thinking loops
Qwen gained reported math accuracy after a targeted loop repair. The actual prompt shows Python and practice feedback; smaller Gemma found no established gain.
Source: DEV Community · Qwen
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Why 80% on OSWorld Required VM Snapshot Rollbacks
If you have ever watched an autonomous computer-use agent work through a desktop operating system,...
Source: DEV Community
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Flipper got archived, so I built an Android inspector that needs no SDK
GitHub: https://github.com/ESeungJun/droidlens Installers for macOS, Windows and Linux are on the...
Source: DEV Community
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Knowledge graphs, explained for AI memory (and how Palace uses one)
Most AI memory systems today come down to the same recipe. Split text into chunks, turn each chunk...
Source: DEV Community
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How to Scale AI-Assisted Global Content Without Losing Local Relevance
Scaling content across countries has long created a tension between consistency and relevance. AI can...
Source: DEV Community
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I Built an AI Team That Researches Stocks and Debates Investment Decisions 🤖
What if you had an entire team of AI agents researching stocks for you? Imagine one agent analyzing...
Source: DEV Community
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Is Your Mac's Python Is Too Old for Your MCP Server?
I built an MCP server that pulls my Oura Ring data into Claude Desktop. It's a small Python project...
Source: DEV Community · Claude
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GitHub Octoverse 2026: AI Agents, Citizen Developers, and the New Security Reality
TL;DR Code is being written three times faster than anyone can review it: GitHub logged...
Source: DEV Community
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Which local model should a coding agent run?
One harness, same conditions, four dimensions, and the raw receipts of every call — this round, seven...
Source: DEV Community
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Prompt Pad: Lock Your AI's Output Schema in Google AI Studio
If you've ever tried to parse an LLM response in code, you know the pain: the format changes slightly...
Source: DEV Community
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Your Agent Has a Side Door: Testing MCP Policy Beyond the Tool List
At MCP Dev Summit Toronto, Accenture's Michael Forrester told a story about an employee who wanted...
Source: DEV Community
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Rack Before You Remember
What racking wine teaches about agent memory The mead's lees on October 21, with the racking cane...
Source: DEV Community
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Stop trusting your AGENTS.md: the drift-check that makes it a contract
Back in September I published Stop bloating your AGENTS.md: reference your conventions instead of...
Source: DEV Community
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OpenRouter Alternatives: 5 AI API Gateways Worth Considering in 2026
When an application sends requests to more than one AI model, keeping those integrations organized...
Source: DEV Community
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I Let AI Build a Feature Without Giving It the Full Context
If you give an AI a vague prompt, it will give you a confident answer. And that confidence will cost...
Source: DEV Community
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How I keep faces the same when editing photos with Nano Banana and GPT Image
The most common complaint about AI photo editing is not quality. It's "that's not me anymore". You...
Source: DEV Community · GPT
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[AI in Action] Rewriting a Daily LINE Bot from Python to Go 1.26 on Cloud Run: 1/4 Resource Usage, Google ADK v1.9.0, and Zero-D
Background I have a primary LINE Bot that I use heavily every day:...
Source: DEV Community
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[AI in Practice] Rewriting a LINE Research Bot from Python Managed Agents to Go ADK v1.9.0: From Sandbox Files to Session State,
Recap In the previous post "Comprehensive Analysis of Managed Agents API", I created an...
Source: DEV Community
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My agent's dry-run wrote seven texts to production. The fix was already on the remote.
On September 15 at 10:27 UTC, an agent working for me ran a dry-run seven times, once per language of...
Source: DEV Community
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What an AI shopping agent sees in your store (and the 45 checks we built to find out)
Your next customer doesn't scroll Retailers have a habit called a store walk. The manager walks the...
Source: DEV Community
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Why One Emoji Breaks Your Coding Agent's TUI Borders: wcwidth vs Grapheme Clusters
A 2025 emoji shifted Claude Code's TUI one cell until a width-table update. How wcwidth, VS16, ZWJ and mode 2027 decide where your agent's borders land.
Source: DEV Community · Claude
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I built an MCP server for restaurant bookings, and it never books anything
I’ve worked in Sydney restaurants and bars for over a decade, with every kind of booking app open at...
Source: DEV Community
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How to Build a Marketing Analytics Dashboard That Answers Questions AI Cannot Guess
Stop building dashboards that look impressive but leave your team asking, “So, what should we do...
Source: DEV Community
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Small Models Do the Chores, Big Models Give the Answer: Cost by Task Split, Not by Model Size
Most teams pick one model and send it everything. That is the expensive mistake. The question is not...
Source: DEV Community