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
AI Coding Is Scaling Faster Than Your CI Pipeline. Here’s What I’d Change
AI coding agents are increasing the volume and speed of software changes. This practical guide explains how to redesign CI feedback loops so agents can work faster without sacrificing review and safety.
Source: DEV Community
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Your AI Feature Can Be Hijacked by the Text It Reads: Prompt Injection for Web Developers
You add an AI feature to your support tool. It reads each incoming ticket, writes a summary, and can...
Source: DEV Community
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The fix for an empty state isn't filling it
Last week I argued my cost tool should ship with an empty price book. Seven people told me how to make that less painful. Here is what I'm taking, and the one idea I'm saying no to.
Source: DEV Community
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In my own words
You can't describe your own writing style. But you recognise it in a split second. How twelve messages on a table taught an AI agent to write to people in my voice.
Source: DEV Community
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I Cut Concurrency Latency by 60% in Production. Here is Why Single-User Speed Barely Moved at First.
This is the fourth series of the production LLM Systems and RAG of Vicquant. Step 1 was fixing the...
Source: DEV Community
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Google’s Q3 2026 Earnings Call Points to a More Agentic Future for Search
Google’s Q3 2026 earnings call offered a clearer view of how the company sees Search evolving: less...
Source: DEV Community
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My agent burned $31 in a week. I asked which tool ate it - so I built the receipt.
I can tell you my AI bill to the cent. Ask me which tool call caused it and I used to shrug. Last...
Source: DEV Community
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What Happens When Your AI Agent Fails Halfway Through a Ten-Step Task?
Your agent just booked a flight, reserved a hotel, and drafted the itinerary email. Then it crashed...
Source: DEV Community
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Slang Is a Dial: Training a 125M Language Model From Scratch on Free GPUs
How I built a language model from scratch on free GPUs: a measured register-conditioning idea, a dated lexicon and annotator, a lease-based training relay, a verified model stack, and a register error
Source: DEV Community
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Stigmergic coordination: the ant-inspired pattern that outperforms central orchestration at scale
I once watched a centralized orchestrator spend more time coordinating than producing. Fifty agents,...
Source: DEV Community
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I stopped sending JSON keys to my LLM 100 times. Here's what it saved (and where it didn't)
LWON is JSON with the keys written once. Benchmarks against JSON and TOON, accuracy evals on Claude, and an MCP proxy that applies it to any server.
Source: DEV Community · Claude
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I shipped 22 anime NFTs from a 4GB GPU — three things that cost me a full day
Three bugs that cost me a day building an ERC-721 + Seaport listing pipeline in Python.
Source: DEV Community
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The 'Mythos Leak' on Hugging Face Matches Seeded Noise. Its Loader Wants trust_remote_code
A 7.72 TB repo billed as an Anthropic Mythos checkpoint: every audited tensor regenerates from its name. Its README asks you to run its Python.
Source: DEV Community · Claude / Hugging Face
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I kept correcting AI until I realised what was actually broken
You corrected the AI yesterday. Today, it made the exact same mistake again. Maybe it used an...
Source: DEV Community
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Why Hashing Tool Calls Won't Catch Your Agent's Loops
If you run an agent unattended for long enough, you will meet the loop. It does not crash. It does...
Source: DEV Community
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How I built memory that stops repeating itself: dedup at 0.85, conflicts flagged, nothing deleted
My desktop companion remembers things about me. That is the whole point of it — until it remembers...
Source: DEV Community
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Keep the Gate, Downgrade the Recursion
Keep the Gate, Downgrade the Recursion Eight days of a first online A/B, and store-level...
Source: DEV Community
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The Newspaper of One: Inside a Lights-Out Publishing System
The Newspaper of One: Inside a Lights-Out Publishing System For most of publishing...
Source: DEV Community
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Step Functions agent tools via AgentCore Gateway
Step Functions agent tools: how AI agents call workflows via MCP through AgentCore Gateway – with a CDK stack, SigV4 test script and clear security rules.
Source: DEV Community
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Letting an AI agent query your production database? Do these 6 things first
"Just ask the database in plain English" is one of the most useful things an AI agent can do. A sales...
Source: DEV Community
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A Practical Taxonomy of Prompt Injection: 11 Techniques and What Stops Each One
A hands-on field guide to the main families of prompt-injection attacks, each with a short example and the specific defense that counters it.
Source: DEV Community
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Architecting Deterministic Safety Gates for Agentic Workflows
Architecting Deterministic Safety Gates for Agentic Workflows TLDR: The moment you let...
Source: DEV Community
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17 GitHub Repositories to Learn AI
GitHub is a great place to learn AI. You can find much more than just code. There are roadmaps,...
Source: DEV Community
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Your Agent Says It Made It Faster. Benchmark Both Branches Before You Land
Your coding agent says the code is faster. Put both commits in worktrees, time them with hyperfine and benchstat, and read the p-value before you land.
Source: DEV Community
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Set up spin-that-dice in 10 minutes, no Spotify app needed to start
A tested setup guide for spin-that-dice, the Spotify party dice: roll from the 305-track starter crate first, then add your own app or music server.
Source: DEV Community
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How I run many Claude Code and Codex agents at once with a Chief that assigns the work
Illustrated Chief workflow from the asklog film. I kept opening another coding-agent terminal and...
Source: DEV Community · Claude
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I Tested My Claude Code Plugin Across 1,260 Live Sessions. Four Sentences Nearly Matched It.
"All tests pass." If you use an AI coding agent, you've probably read that sentence several times...
Source: DEV Community · Claude
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The AI Productivity Paradox: More Starts, Fewer Finishes
AI made building cheap, so nothing forces developers to choose anymore. Three rules that stop fast output from becoming a longer to-do list.
Source: DEV Community
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Build without limits - SDLC Briefing, #4
Hi! I am Ricardo Sueiras, leading SDLC transformation at Indicium AI. That means I get to work with...
Source: DEV Community
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The Architectural Collapse: 'The AI Layoff Trap'
Why Senior Engineers Are the True Targets of 'The AI Layoff Trap' There is an ironic...
Source: DEV Community
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I recorded 87 Claude Code sessions to find out where the money goes
I wanted to know why AI coding agents get expensive on real codebases, so I stopped guessing and...
Source: DEV Community · Claude
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Claude Code Sends a Background Agent's Whole Transcript Every 30s for a 3-5 Word Status
agent_summary asks the agent's own model to label its last action in 3-5 words. How the timer works, how to measure its share, and why the numbers disagree.
Source: DEV Community · Claude
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AI Agent Tool Calls Are Distributed Transactions: Who Owns the Retry?
An agent with write tools is coordinating distributed transactions over an unreliable network, and...
Source: DEV Community
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I Built a Self-Hosted ChatGPT on My Laptop. Here's What Broke.
From DevOps to AI Platform Engineering — Part 1 I'm a DevOps engineer. I've spent years running...
Source: DEV Community · ChatGPT
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Stop Flattening Your PDFs: Document Intelligence and Structural Chunking for RAG and Agents
Many RAG failures that look like model problems are ingestion problems. If a parser flattens a PDF...
Source: DEV Community
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Your LLM's JSON passed the schema. It was still wrong.
Deterministic contract tests for structured LLM output on the JVM, and what 120 real documents taught...
Source: DEV Community
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Your AI code reviewer isn't a second opinion. It may be the first opinion again.
A model writes the change. A model reviews the change and says it looks good. The pull request now...
Source: DEV Community
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The Agent Added a Second Copy of a Utility the Repo Already Had
Why an agent's freshly written helper often duplicates an existing utility, and how silent forks drift into real bugs.
Source: DEV Community
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9 Commands That Leave a Coding Agent Waiting for a Keystroke, and the Fix for Each
git commit, npx, apt, ssh, psql, terraform apply, gh auth login: each can stall an AI coding agent on a prompt. The flag or env var that stops each one.
Source: DEV Community
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Claude Looked Blocked. My Policy Had Never Fired.
Claude Looked Blocked. My Policy Had Never Fired. From the agentpolicy v0.1.0 release: a...
Source: DEV Community · Claude