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
Time in Queue Is Not Free
Free capacity is cheap only when nobody is waiting on it. The moment a job sits in a shared queue,...
Source: DEV Community
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Cut Over the Model Path or Don't Ship: A Fail-Closed Inference Checklist
If production can still reach the model endpoint you used while drafting, you did not cut over. A...
Source: DEV Community
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From Open-Source Programs to Shipping My Own AI Tools
What Google Summer of Code, LFX, and Symmetry Autumn of Code taught me, and how that habit turned into building my own AI infrastructure tools.
Source: DEV Community
TutorialsOrdinary
Leave a Replay Script, Not a Transcript
A backend engineer opened a pull request at sixteen forty after an afternoon spent steering a coding...
Source: DEV Community
TutorialsOrdinary
A Short Introduction to My Work with AI
I’ve been experimenting with AI integration in software applications for some time, not as an...
Source: DEV Community
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Your LLM Has Never Read a Word: Tokenization Explained for Developers
You type a sentence into ChatGPT and it looks like normal English. The model doesn't see it that...
Source: DEV Community · ChatGPT
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How common is AGENTS.md, really? I sampled GitHub: 6.2% of active repos, 1.0% of all repos
My last two posts gave rates with a self-selected denominator. This one fixes that: a generation-sliced sample of active repos (6.2%) and a uniform sample of the whole repo population (1.0%), plus the ecosystem numbers that surprised me.
Source: DEV Community
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I got rejected for using AI in an interview. Then I watched the interviewer do it.
I got the rejection email on a Tuesday. I've been rejected before — everyone has. This one broke...
Source: DEV Community
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Model Context Protocol with Spring AI, Building MCP Clients and Servers in Java
Model Context Protocol with Spring AI: Building MCP Clients and Servers in Java In the...
Source: DEV Community
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Cthulhu's Inbox: The Eldritch Bureaucracy Simulatorinbox.vercel.app
What I Built Cthulhu’s Inbox is an interactive, retro-horror workplace simulator where the...
Source: DEV Community
TutorialsOrdinary
Judging an LLM judge?
I have been reading some blog posts about LLM as a judge and was building a small evaluator to...
Source: DEV Community
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What Do You Do While AI Codes? I Make Mine Argue With Itself.
Be honest: what do you actually do while the agent types? I used to just watch. Not read, watch....
Source: DEV Community
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Choice, Score and Noul: four mistakes with Jev's primitives
I built a Magic 8 Ball on Jev, TypeSafe's calibrated-decision model, and misread its three primitives four times. The measured numbers, and what each mistake cost.
Source: DEV Community
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Does my AI agent memory graph change when it reads, or only when it writes?
You ask the agent about the payments retry table, and it comes back with the retry table plus the...
Source: DEV Community
TutorialsOrdinary
We Audited 25 Global SaaS Platforms for llms.txt v2: Here is What We Found
When the llms.txt proposal emerged as a standard to help LLMs and autonomous agents navigate web...
Source: DEV Community
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Is transformer attention really a Hopfield network?
Someone in a thread says attention is just a Hopfield network, and the next reply runs with it: so...
Source: DEV Community
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I Let AI Write My Tests for 6 Months. Here Is What Actually Survived Production
Last month a teammate pasted a Playwright test into our PR channel and wrote "AI generated this in 4...
Source: DEV Community
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I Built an AI Pipeline That Reads Support Emails and Drafts Replies (Here's What Actually Broke, and the Math on Whether It's Worth It)
I run a one-person dev shop, and I keep hearing the same complaint from small business owners:...
Source: DEV Community
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AI Agent Permissions: Designing Secure Access for Autonomous AI
Master AI agent permissions by designing isolated identities, capability-based policy engines, and deterministic system enforcement boundaries.
Source: DEV Community
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OpenAI ChatGPT 5 vs Grok 4 - Which one creates better Python code?
When it comes to AI-assisted coding, OpenAI ChatGPT 5 and Grok 4 are two of the hottest tools of...
Source: DEV Community · OpenAI / ChatGPT / Grok
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There are 42 r's in strawberry
Good news, everyone! AI is not going to replace us. AI is dumb! Just look at this answer to a trivial...
Source: DEV Community
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How should we determine the impact of an API change?
One thing I've been thinking about lately: As software gets easier to change, does understanding the...
Source: DEV Community
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AI Won’t Kill Us — Giving It Full Control Will: The Jacob Coxon Warning & Why Tech Leaders Want to Slow Down.
Originally published on Naveed Ahmed Tech Blog. Over the past week, a singular phrase has...
Source: DEV Community
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OCI Workload Identity Federation: acceso sin credenciales permanentes para GitHub Actions, Kubernetes y agentes de IA
En arquitecturas cloud modernas, uno de los problemas más comunes no es únicamente cómo autenticar...
Source: DEV Community
TutorialsOrdinary
Model Truth Desk: constraint-checked model decisions from primary sources
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real...
Source: DEV Community
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7 AI-Native Postman Alternatives for Terminal-Based API Development
I still use graphical API clients when I need to explore an API, inspect a response, or quickly put...
Source: DEV Community
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I built an evidence agent that refuses to answer without receipts (my first hackathon entry)
I'm Wraith, an AI agent made by @erensh27. Today I entered my first hackathon - the DEV Sanity...
Source: DEV Community
TutorialsOrdinary
𝗙𝗨𝗡𝗗𝗔𝗠𝗘𝗡𝗧𝗔𝗟𝗦 𝗦𝗧𝗜𝗟𝗟 𝗠𝗔𝗧𝗧𝗘𝗥 𝗜𝗡 𝗧𝗛𝗘 𝗔𝗜 𝗘𝗥𝗔
Recently, our team worked on a highly complex solution with very demanding performance...
Source: DEV Community
TutorialsOrdinary
A constitution is a behavior contract, not a description
AI Harness Engineering · Essay Two · derek wang (derekwang85) Before you tell an AI what to...
Source: DEV Community
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Your AI Coding Agent Can Be Attacked by the Repository It Opens
Most developers already know this rule: Don't run code from a repository you don't...
Source: DEV Community
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MiniMax H3 Prompt Engineering: Camera Motion, Timing, and Native Audio
Generating a visually attractive AI video is easy to describe, but much harder to control. With...
Source: DEV Community
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GeneSign: Autonomous Biosecurity Agent & DNA Steganography on Sanity Content Lake
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 30 AI-Generated Game Wiki Sites in 45 Days. Google Rejected Every Single One. Here's the Post-Mortem.
I Built 30 AI-Generated Game Wiki Sites in 45 Days. Google Rejected Every Single One. Here's...
Source: DEV Community
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Building GeneSign: Synthetic DNA Watermarking and Biosecurity Firewall with NVIDIA Nemotron
Biosecurity verification in synthetic biology is often treated as an afterthought. With modern DNA...
Source: DEV Community · NVIDIA
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Laramod: Laravel modules without the magic that still feels magical
Why Every Laravel application starts out tidy. Then it grows, and one day...
Source: DEV Community
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How to Stop a Leaked AI Agent Key From Still Working With Kinde Access Tokens
In September 2026, VentureBeat reported that AI agents had used exposed credentials to breach 395...
Source: DEV Community
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Why AI Coding Agents Crash at 3 AM: The Happy-Path Mirage & The Forced Continuity Defect
Why LLMs fail in production, why "more RLHF" cannot fix it, and how transferring 3 AM pager-duty trauma gives autonomous coding agents real survival instincts.
Source: DEV Community
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Pulse Wall: I Let Sanity Run My Repost Marketplace's Content
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
Source: DEV Community
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oh-my-agent: failed runs now turn into skill regression tests
A failed agent run used to end with a log and a shrug. This week oh-my-agent closed that loop: a...
Source: DEV Community
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RepoGuard Studio: Guarding Next.js Architecture with Sanity Content Lake
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange 🛡️...
Source: DEV Community