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
Treat AI like a copilot in the cockpit, an extra layer of safety and productivity
Another Rule for Using AI Without Losing My Skills ...
Source: DEV Community
TutorialsOrdinary
Three releases of my AI memory layer. The best bugs were found by other people.
Time-aware facts, an entity graph measured honestly, and three bugs I only found because strangers read my posts.
Source: DEV Community
TutorialsOrdinary
I Asked 11 AI Models to Predict My Race Splits. Told Which Race, 8 Beat the Model I Built
This is a submission for the Kaggle Benchmarking Challenge Last weekend I built a model to predict...
Source: DEV Community
TutorialsOrdinary
n8n Hints at End-to-End Design Automation, but Product Scope Remains Unclear
n8n appears to be exploring how end-to-end automation could reduce repetitive design work, but it has...
Source: DEV Community
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Why Token-Level LLM Routers Spend 95% of Their Time on Cache Bookkeeping
Routing 5% of hard tokens to a 32B model and keeping the rest on a 0.6B model looks great on paper, until standard serving engines spend 95.8% of the step redoing prefix matching. TokenRouter fixes the scheduler and hits up to 64x higher t…
Source: DEV Community
TutorialsOrdinary
grasscard: a local model that prints you a pocket card of outdoor quests, then gets out of the way
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
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Hyper3D Rodin 3D Review 2026: The Foil Folds Turn Into a Mask
Independent review. I ran both tools on my own accounts, free and paid, with no vendor-provided access or early access of any\u00a0kind.
Source: DEV Community
TutorialsOrdinary
I Built a Semantic Cache for RAG. The Hard Part Was Knowing When NOT to Cache.
Every time a RAG application answers a question, it may need to retrieve documents and make an LLM...
Source: DEV Community
TutorialsOrdinary
I Benchmarked 3 LLMs on Clinical Care-Management Tasks — They Prescribe the Drug and Skip the Safety Check
This is a submission for the Kaggle Benchmarking Challenge. I Benchmarked 3 LLMs on...
Source: DEV Community
TutorialsOrdinary
AI in software development: turn change into an advantage
"Will AI replace developers?" is the wrong question. The better one is: how should we change the way...
Source: DEV Community
TutorialsOrdinary
Our owner banned our Claude Code agent from asking 'can I leave this for next time?' Where do you let your agent stop?
Until 2026-09-15 our agent could end a run by asking its owner "can I leave this for next time?". It...
Source: DEV Community · Claude
TutorialsOrdinary
Your Access Logs Already Show Which Pages AI Assistants Are Reading
Most teams trying to understand AI search start by querying ChatGPT. There's a cheaper signal sitting...
Source: DEV Community · ChatGPT
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Firecrawl vs Tavily for an AI agent: 97% vs 82% fact recall, and why retrieval breadth decides grounding
I run a competitor-research agent: give it a company URL and it finds and verifies that company's...
Source: DEV Community
TutorialsOrdinary
Securing MCP servers: a practical checklist for 2026
MCP servers look harmless because they expose tools, not endpoints. A client calls a tool and gets a...
Source: DEV Community
TutorialsOrdinary
2,200 applications = two interviews!
In 2022, I spent about a year applying for more than 2,200 jobs. I got two interviews. Two. After...
Source: DEV Community
TutorialsOrdinary
Zero-Screen Dungeon Master: The Voice-Only RPG Where Your Real Walk Drives the Story
This is a submission for the DEV Hacktoberfest Open-Source AI Challenge: Week 1 - Touch Grass. 🌿...
Source: DEV Community
TutorialsOrdinary
I Built an AI That Turns “I’m Bored” Into Real-World Side Quests 🌿
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass. Your...
Source: DEV Community
TutorialsOrdinary
Magentic orchestration explained: why Microsoft's pattern outperforms naive supervisor architectures - Magentic One pattern
I spent a month defending a supervisor architecture I knew was failing. The symptoms were subtle at...
Source: DEV Community
TutorialsOrdinary
An Unauthenticated KV Cache Server Puts Code Execution on Your Cluster Network
TL;DR LMCache is a caching layer for large language model servers that keeps the...
Source: DEV Community
TutorialsOrdinary
Use your filesystem as your database
If you’re like me, you generate a lot of markdown files with your agents. Maybe they’re things like...
Source: DEV Community
TutorialsOrdinary
What a test HL7 v2 sender has to get right
Sending an HL7 v2 message is easy. Open a TCP socket, wrap the message in MLLP framing, write it, and...
Source: DEV Community
TutorialsOrdinary
The retrieval pipeline worked. The product question remained.
I assumed that if search found the right document, that was good enough for a conversational...
Source: DEV Community
TutorialsOrdinary
Can you deploy Hermes Agent in a Microsoft enterprise? Intune, Teams, Entra ID and Graph, checked against the code
What already works with Microsoft 365, what is still missing for a company-wide rollout, and the pilot checklist I use.
Source: DEV Community
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The hard part of agent memory is knowing when to ask
This is a submission for the Kaggle Benchmarking Challenge I gave 39 language models the same...
Source: DEV Community
TutorialsOrdinary
Can a Better Model Be a Worse Thinking Partner?
I first noticed something missing while reviewing saved discussions of Microsonya, my Telegram...
Source: DEV Community
TutorialsOrdinary
PALABRE: An AI-Powered Cultural Treasure Hunt That Gets You Off Your Phone
This is a submission for the Hacktoberfest Open-Source AI Challenge: Week 1 — Touch Grass. ...
Source: DEV Community
TutorialsOrdinary
I built an offline AI that knows your last frost date, no internet, no API
An open-weight tabular model forecasts your last spring frost and a local Gemma writes the planting advice. Fully offline, no account, $0 to run.
Source: DEV Community
TutorialsOrdinary
No method has been shown to predict what software to build. So I'm backtesting mine on three years of store data
Update, Oct 9: I wrote this on Sept 29. The first backtest finished on Oct 1. One signal first looked...
Source: DEV Community
TutorialsOrdinary
Super-Intelligent Yes-Men: Are We Training AI to Ignore the Truth?
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked A published...
Source: DEV Community
TutorialsOrdinary
Building AI-Ready Life Sciences Data Platforms: From Audit to Analytics
In September 2026, IQVIA called trusted data, responsible AI, and enterprise governance the new...
Source: DEV Community
TutorialsOrdinary
MUSE: An AI Scavenger Hunt That Forces You to Put Your Phone in Your Pocket
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
TutorialsOrdinary
DeepSeek 4.1 Flash Costs $0.003 per Million Tokens. Here Is the Two-Tier Router It Makes Possible.
If you run AI agents on cron jobs the way I do, you already know where the bill comes from. It is not...
Source: DEV Community · DeepSeek
TutorialsOrdinary
Study: How AI Agent "Skills" Leak Your Credentials
A 2026 empirical study found that the reusable "skills" we plug into AI agents leak credentials at scale, usually during ordinary use, with no exploit…
Source: DEV Community
TutorialsOrdinary
I built a desktop image editor in five weeks with Claude Code
On September 4 I started a ComfyUI custom node: a canvas with layers and selection tools, so I could...
Source: DEV Community · Claude
TutorialsOrdinary
"Review This Code" Is the Worst ChatGPT Prompt. Here Are 5 Better Ones for the Same Buggy Function.
There is a bug in these six lines. Find it before you scroll. `def get_discount(price, user): ...
Source: DEV Community · ChatGPT
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How Can AI Answer Questions About Your PDFs? Meet RAG
Have you ever wanted to upload your college notes and simply ask an AI, “Explain Unit 3” or “What is...
Source: DEV Community
TutorialsOrdinary
Your dbt descriptions are your AI agent’s real prompt
I built an MCP server so AI agents can find and query our company data. Most of my time did not go...
Source: DEV Community
TutorialsOrdinary
Building an In-Memory Semantic Cache for LLM Endpoints with Node.js and pgvector
If you run an LLM-backed endpoint (a support bot, a docs assistant, a "chat with your data" feature),...
Source: DEV Community
TutorialsOrdinary
Giving your coding agent eyes on a React Native app: Argent vs agent-device, measured
At a glance Problem: Let a coding agent run, tap through and profile a React Native app by...
Source: DEV Community
TutorialsOrdinary
From Jira ticket to feature environment: how we built a multi-agent AI developer
I'm Alina, Head of Web Applications at EXANTE. I'm responsible for the technical strategy of our web...
Source: DEV Community