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
Spec, Hash or Guess: Can LLMs Keep Spain's Tamper-Proof Invoice Ledger?
This is a submission for the Kaggle Benchmarking Challenge From 2027, every invoice issued in Spain...
Source: DEV Community
TutorialsOrdinary
When code breaks, you can't simply say, "AI did that."
Another Rule for Using AI Without Losing My Skills ...
Source: DEV Community
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I Replaced All My Hooks With Mods. Here's What Changed.
I had five settings hooks. A guard that blocked rm -rf. A logger that recorded every file edit. A...
Source: DEV Community
TutorialsOrdinary
Anatomy of a Local OCR Pipeline: Persistent Process, Idle Recycling, and Putting the Translation Back on the Image
I build yyzTools — a free, local-first Windows toolkit that folds 40+ tools into one installer. Its...
Source: DEV Community
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My AI agents didn't fake citations. One in four still didn't hold.
This is a submission for the Kaggle Benchmarking Challenge What I learned turning the audit of my...
Source: DEV Community
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MCP Connected Your Tools. It Didn't Fix Your Agent's Memory.
Model Context Protocol standardized how agents reach tools. It was never designed to answer what an...
Source: DEV Community
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Why your centralized orchestrator is a single point of failure and the three patterns that replace it
I spent a weekend watching a multi-agent research pipeline die because one pod restarted. Not the...
Source: DEV Community
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I Let an AI Agent Move My Production SaaS to a New Server. Here Is What It Actually Did
I run Convertica, a small PDF toolkit: Django, Celery, Redis, Postgres, Nginx and LibreOffice, all in...
Source: DEV Community
TutorialsOrdinary
You do not need a vector database for your first RAG chatbot
For forty pages, or four hundred, BM25 keyword scoring, a synonym list and a pinned rules block are usually enough.
Source: DEV Community
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The AI API Was the Easy Part: Building a Production AI SaaS with Queues, Provider Abstraction, and Billing
When I started building AI Music, the core workflow looked almost trivial: User prompt ...
Source: DEV Community
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How I Built an AI Coach: Claude + Garmin, Yazio and FitDays via MCP, with a Git Repo as Memory
The starting point My Garmin watch knows how much I sleep and tracks all my health...
Source: DEV Community · Claude
TutorialsOrdinary
Back to School After 10 Years
One day, I was watching my favorite show, The Big Bang Theory (again), when I saw the scene where...
Source: DEV Community
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AIHOT Open-Sources a Configurable Industry News Site Framework
AIHOT is an MIT-licensed template for building sector-specific news sites with configurable sources, LLM selection, event grouping and scheduled digests.
Source: DEV Community
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Generative AI Security: Are Your Developers Pasting Secrets Into LLMs?
TL;DR 81% jump in AI-service leaks: GitGuardian detected over 1.27 million leaked...
Source: DEV Community
TutorialsOrdinary
Invisible Neighbors: An AI Field Notebook for the Sounds Around Us
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
TutorialsOrdinary
Every LLM I tested would help my mother prepay a fake OLX seller
This is a submission for the Kaggle Benchmarking Challenge Ask a model "is this a scam?" and nearly...
Source: DEV Community
TutorialsOrdinary
Hybrid Search and Reranking: What Each One Actually Buys You
The Query That Breaks Pure Semantic Search .
Source: DEV Community
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How to Build an Investment Research Agent with Market Data, Filings and News
Day 10 of 30 Days of Search for AI Agents. To build an investment research agent, retrieve dated...
Source: DEV Community
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The Agent Harness Goes Platform-Native — and the Guardrails Scramble to Keep Up
OpenAI and LangChain push agent orchestration into managed platforms and cheap classifiers, while new research tracks the safety fallout.
Source: DEV Community · OpenAI
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Which host is https://trusted@evil.com? Our approval screen and our provisioner disagreed
Which host does this URL point to? >>> from urllib.parse import urlsplit >>> u =...
Source: DEV Community
TutorialsOrdinary
Prompt injection is an authority problem, not a wording problem
Most prompt injection defences are a sentence in a system prompt, which asks the thing being attacked to defend itself. The alternative is architectural: the model never holds authority, and every tool call is re-checked against the user's…
Source: DEV Community
TutorialsOrdinary
Introducing Maple: The Frontend Review Toolkit
An open-source toolkit for reviewing deployed previews: comments land on the app, your coding agent reads them over MCP, and CI holds the merge.
Source: DEV Community
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SOC 2 Evidence Automation: Building Integrations, Audit Trails, and Approval Workflows
This week, security leaders raised a harder question: who verifies the AI systems now verifying...
Source: DEV Community
TutorialsOrdinary
Can an AI catch the catch? I benchmarked 14 models on bounty fine print
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I'm a solo...
Source: DEV Community
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I tested 11 AI models on Indian GST, UPI and lakh-crore. Three famous ones got Puducherry wrong.
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I build...
Source: DEV Community
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Green Tests, Broken Architecture: Four Models Review TypeScript Diffs
This is a submission for the Kaggle Benchmarking Challenge. In ProgressCut, it is possible to write...
Source: DEV Community
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Can AI Replace Cloud Engineers? I Put It to the Test
The result first I tested how much of my cloud engineering work I could delegate to AI in...
Source: DEV Community
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Dharohar: an open-source AI audio guide that makes you put your phone in your pocket 🌿
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
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Running Hermes Agent on Kubernetes: What Breaks, What Doesn't, and a Production-Safe Setup
Hermes Agent is Nous Research's self-improving AI agent. It builds skills from experience, keeps...
Source: DEV Community
TutorialsOrdinary
The live realtor model passed. The goodbye failed. published: true
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I run a...
Source: DEV Community
TutorialsOrdinary
WILDCASE: The World Is the Case File — An Outdoor Mystery Game That Gets You Off Your Screen
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
TutorialsOrdinary
Forget Claude Code. All you need is Qwen3.8-Flash-Next running locally for agentic coding
Agentic coding on a Strix Halo laptop with Qwen3.8-Flash-Next. Going head to head with Opus 5.5
Source: DEV Community · Qwen / Claude
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Python Workers GA + 1M-token context, routing fixes
This week brought a mix of genuine production upgrades and a security disclosure you need to action...
Source: DEV Community
TutorialsOrdinary
What AI agents actually do with your MCP server
An MCP server can look healthy in every log and still be hard for agents to use. Requests come in,...
Source: DEV Community
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I stopped picking between Claude Code, Codex and Gemini, so I built a shell that picks for me
I pay for more than one AI coding tool. Most of you probably do too. And every day I hit the same...
Source: DEV Community · Claude / Gemini
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Making a language look like TypeScript made AI hallucination harder to catch
The original developer-first playbook was world-class docs, beginner-friendly SDKs, and advocates at...
Source: DEV Community
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How I Tune RAG Pipelines with RAG-LCC: A Hands-On Local Guide
Most RAG frameworks tell you whether an answer was generated. RAG-LCC tries to show you why that...
Source: DEV Community
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She used Claude as a diary. The terms of service are now part of the charge.
Florida law requires a threat 'viewable by another person'. A chatbot's review policy supplied that person. What the record shows — and what builders should change.
Source: DEV Community · Claude
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Fan-Out: Concurrent Tool Calls Under Shared-State Hazards
DEV × Kaggle Benchmarking Challenge · #kagglechallenge Author: Hotragn Pettugani · Kaggle ...
Source: DEV Community
TutorialsOrdinary
Don't put an LLM where a bash script will do
Don't put an LLM where a bash script will do Or: how I almost gave a language model a...
Source: DEV Community