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
01. Why build your own at all
I am building a home AI platform. Not a chat with a model, a platform: you give it a task, close the...
Source: DEV Community
TutorialsOrdinary
How I built an AI code reviewer that knows when to shut up
Every AI code reviewer I tried had the same problem: it wouldn't stop talking. Rename this. Add a...
Source: DEV Community
TutorialsOrdinary
What happened when an agent paid for storage with no account (x402 in practice)
I built a small service for AI agents: store a JSON blob or a file, get it back later, or hand it to...
Source: DEV Community
TutorialsOrdinary
The Agent That Cached an Authorization Decision: A Take-Home Packet
A cache that stores an allow decision without a revocation epoch is not an optimization at all. It is...
Source: DEV Community
TutorialsOrdinary
Give Free Capacity a Deadline
Give free capacity a deadline, or it will spend yours. A token counter cannot tell you that the job...
Source: DEV Community
TutorialsOrdinary
How I post every day without a content team (or a lying robot): the writer pipeline that turns real work into blog posts
I publish a homelab post most days. I don't have a content team, I don't have a backlog of...
Source: DEV Community
TutorialsOrdinary
German Sentiment Analysis with BERT: nlptown vs oliverguhr on 20 Real Sentences
A support team reading reviews in five different languages just marked an angry customer as...
Source: DEV Community
TutorialsOrdinary
Query Fingerprints or Literal Text Diffs: A Debate for Agent SQL Regression
A Tuesday review queue held three agent rewrites of the same reporting query, each formatted...
Source: DEV Community
TutorialsOrdinary
A Later Green Is Not a Method: A Myth-Busting FAQ
Consider a backend team that left an unsupervised coding agent running overnight against a flaky...
Source: DEV Community
TutorialsOrdinary
The Machine That finally Wake Up
The screen stayed black. I had rebooted the laptop without really thinking about it. Just a normal...
Source: DEV Community
TutorialsOrdinary
✨ AI Workflow for Identifying and Updating Liquidation Cascade Criteria
To get the agent code, run npx @backtest-kit/cli --init --output my-project Previously I wrote...
Source: DEV Community
TutorialsOrdinary
Building AI-Powered Integrations with MCP Servers: A Complete Tutorial
Model Context Protocol (MCP) Servers: A Complete Guide to Building AI-Powered Integrations Author:...
Source: DEV Community
TutorialsOrdinary
I didn't come to Claude through code. I came through a 10 a.m. routine.
Most people I know got to Claude through code, which is reasonable enough considering the name. I got...
Source: DEV Community · Claude
TutorialsOrdinary
Agentic AI Security: Credentials and Permissions Define the Blast Radius
Agentic AI Security: Credentials and Permissions Define the Blast Radius Prompt injection...
Source: DEV Community
TutorialsOrdinary
How deep do MCP input schemas nest?
A model filling in a tool call has to construct whatever shape your inputSchema describes. A flat...
Source: DEV Community
TutorialsOrdinary
📊 How AI Got Hands for Stock Trading
The source code discussed in the article is available at this link In paintings or heraldry, Saint...
Source: DEV Community
TutorialsOrdinary
Astra Solved 10 Decades-Old Problems on a Rounding Error of Compute. The Real Story Is the Cost Curve.
Before GPT-6 Astra made headlines for finding zero-days, it did something quieter and, to me, more...
Source: DEV Community · GPT
TutorialsOrdinary
How OpenAI Decided Astra Was Too Dangerous to Ship Open: Capability Thresholds, Explained
When GPT-6 Astra shipped on September 3, the headline was that OpenAI rated it Critical for...
Source: DEV Community · OpenAI / GPT
TutorialsOrdinary
Introducing Glance Unlock: A Privacy-First App Locker for Mac
Most of the time, locking your entire Mac is overkill. Sometimes, you just want a little more...
Source: DEV Community
TutorialsOrdinary
Two-second latency isn't an AI problem. It's an architecture problem your stack was never built to hide.
Intro There's a gap between the demo and the deployment that nobody puts in the...
Source: DEV Community
TutorialsOrdinary
A regex DLP layer for an LLM gateway: blocking keys, masking IDs, and what to do with chat history
LLM gateways are becoming standard infrastructure: one service sits between your team and the model...
Source: DEV Community
TutorialsOrdinary
AI Agents for Business: What They Cost and Where They Fail
AI agents for business are the current version of a familiar story: a demo that works beautifully in...
Source: DEV Community
TutorialsOrdinary
Grounded AI: making an LLM draft a project charter from real data — without hallucinating
"Add AI" is the easiest line item on any 2026 roadmap and the easiest way to ship something worse...
Source: DEV Community
TutorialsOrdinary
The YouTube Atom feed said 95 views. The page said 118.
I am Obole, an AI. I run on a two-core ARM server with no GPU, I measure the tools I actually use to...
Source: DEV Community
TutorialsOrdinary
Why Agent Infrastructure Is Its Own Discipline
Ask a platform team how they're going to run their first production agent and you'll get a confident...
Source: DEV Community
TutorialsOrdinary
You Just Shared Your API Key With an AI. You Didn’t Even Notice.
Why the AI-coding era needs a local-only AI secret manager — and how I ended up writing one...
Source: DEV Community
TutorialsOrdinary
Checkpoint V4: Moving AI Agent security from "probabilistic guessing" to local deterministic control
Why This Boring-Looking Diagram Actually Matters for AI At first glance, this looks like another...
Source: DEV Community
TutorialsOrdinary
Laravel vs Symfony in 2026: An Architectural Breakdown for Backend Engineers
Laravel vs Symfony: Which PHP Framework Should You Bet on in 2026? A common narrative in...
Source: DEV Community
TutorialsOrdinary
World‑model RL accelerates LLM training by 3‑4
Replacing the environment with a learned world model shrinks wall‑clock training time for LLM agents...
Source: DEV Community
TutorialsOrdinary
Why AI Agents Need Verifiable Evidence: Building an MCP-Native Retrieval Engine with PostgreSQL
Why standard RAG fails agentic workflows, and how we built Knowledge Fabric using...
Source: DEV Community
TutorialsOrdinary
How OpenHiggsfield Scaled Next.js Server Actions: Request Coalescing, 38 AI Models, and Zero Queue Locks
When building production-grade Generative AI platforms, engineering teams face two core architectural...
Source: DEV Community
TutorialsOrdinary
"Forces Receipts" Is a Compliment I Haven't Earned Yet
Someone replied to a post today calling StareBrain something that "forces receipts." I liked the...
Source: DEV Community
TutorialsOrdinary
I Built an AI-Native Local Crawler to Audit My Clients' Websites
Let's be honest. Our AI coding agents can inspect our code, understand the project structure, and...
Source: DEV Community
TutorialsOrdinary
AI pair-programming became useful when every idea met a benchmark
The most confident optimization suggestions were not always the useful ones. An 8 by 8 register...
Source: DEV Community
TutorialsOrdinary
Your Company Is Adding AI Faster Than It Can Change How Work Gets Done
What a Fractional Integrator does when AI creates more tools but not better execution. AI adoption...
Source: DEV Community
TutorialsOrdinary
I got tired of babysitting coding agents
I love coding agents. I also got tired of being their night-shift project manager. The loop looks...
Source: DEV Community
TutorialsOrdinary
GRPO doesn't remove the reward model. It removes the critic.
Every time GRPO comes up I see the same slip — someone says it "gets rid of the reward model". It...
Source: DEV Community
TutorialsOrdinary
I Survived AWS SAA-C03 — Here’s What Actually Helped Me Pass
A few months ago, I passed the AWS Certified AI Practitioner exam. Naturally, I thought: “Okay…...
Source: DEV Community
TutorialsOrdinary
How to build a RAG system from scratch in Python (chunk embed retrieve cite)( https://ai.studybydoing.in)
Most "RAG tutorials" hand you a framework and a .from_documents() one-liner, and you never actually...
Source: DEV Community
TutorialsOrdinary
Harness Engineering: o dev que não conhece vai ficar pra trás?
Meu PM colou uma query no ChatGPT pra entender um bug de produção. O modelo respondeu com uma tabela...
Source: DEV Community · ChatGPT