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
What forked copies of an agent still have in common
A while ago I forked a running agent session three ways and wrote about it. Three people in the...
Source: DEV Community
TutorialsOrdinary
# What I Learned About Computer Vision as a Beginner: My kLab TekHer AI Journey
A beginner's reflection on the kLab TekHer AI Program — Cohort 2 When I started the "Introduction to...
Source: DEV Community
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Cosine Similarity Said 0.92. The Payload Was Already Dead.
Claiming an LLM agent's memory poisoned its behaviour is easy. Proving it is not. A measurement rig built on counterfactual amputation, a noise floor, and three honest negative results.
Source: DEV Community
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Your AI agent said it blocked the attack. I read the source of 5 tools that check if it's lying.
Here's a failure your test suite probably can't see. An AI agent with a send_email tool summarizes a...
Source: DEV Community
TutorialsOrdinary
We moved a production backend from a phone
Every era of the cloud has a unit of work. For agents, it’s a human who directs, a controller who...
Source: DEV Community
TutorialsOrdinary
Do You Actually Need an LLM?
I spent a weekend running two small language models against three jobs I would normally hand to a...
Source: DEV Community
TutorialsOrdinary
Beyond Pixels: How Computers Learn to See — My Journey into Computer Vision
What I learned on Day 1 of the kLab TekHer AI Program, Cohort 2 — how images are just numbers, how filters reveal edges, how CNNs learn, and why computer vision matters for Rwanda and Africa.
Source: DEV Community
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AI Agent Governance in Production: Permissions, Audits & Human Approval
On October 13, 2026, banking regulators intensified scrutiny of autonomous AI agents. The...
Source: DEV Community
TutorialsOrdinary
I built an AI agent that scores any GitHub repo 0-100 before you clone it
A weekend AWS agent that inspects any public GitHub repo, scores it for safety and trust, flags risky installs like curl-pipe-bash, and guides you to a working first run. Here is how I built it on Lambda and Bedrock.
Source: DEV Community
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Talk to my bots through Alexa: building an Alexa skill for Grok Bot
Why I wanted this Grok Bot runs a lot of my day. I don't have one assistant, I have a team...
Source: DEV Community · Grok
TutorialsOrdinary
The product is never as important as the support
You can’t vibe code your way to a great customer experience. You need the user flows and the user...
Source: DEV Community
TutorialsOrdinary
Kervan: MCP servers from a YAML file or TypeScript
I've been building Kervan for a while. It turns HTTP APIs into tools AI assistants can use. You...
Source: DEV Community
TutorialsOrdinary
the model that doesn't write: an intro to decision models
decision models! new category, showed up on the hub about three weeks ago, and the name is...
Source: DEV Community
TutorialsOrdinary
Your AI Coding Agent Just Built an App. Would You Trust It With Production Data?
AI can build a working application faster than ever. Give an AI coding agent a prompt, and it might...
Source: DEV Community
TutorialsOrdinary
Side Hustle: 6 DevOps Project Ideas Someone Would Actually Pay For (Hacktoberfest DEV Challenge, Week 2)
The theme for Week 2 of the Hacktoberfest DEV Challenge is out: Side Hustle. Build something with...
Source: DEV Community
TutorialsOrdinary
From $0 to my first dev job in 6 months — no CS degree
Six months ago I had $0 in the bank earmarked for this, no computer science degree, and a browser tab...
Source: DEV Community
TutorialsOrdinary
Altair-Next Gen Aims to Bring AI-Powered Satellite Analytics Closer to Real Time
Mistral AI has joined a consortium led by Marlan Space and Loft Orbital to develop Altair-Next Gen, a...
Source: DEV Community · Mistral
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A local-first AI triage desk: sorting a one-person trade's jobs with Gemma 3
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle The...
Source: DEV Community
TutorialsOrdinary
Udhaar Voice: a credit ledger you fill by talking, built for shopkeepers, running with no internet
This is my submission for the Hacktoberfest Open-Source AI Challenge: Week 2, theme: Side Hustle. ...
Source: DEV Community
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Cut AI agent token costs with decision models for tool selection
Give an AI agent a real toolset (25, 40, more) and every call pays for it. The agent reads every tool...
Source: DEV Community
TutorialsOrdinary
How We Built a Shared Markdown Board for AI Agents (and Made Checklists Tick Themselves)
A board of markdown docs every agent workspace shares: how checklist items follow task status, how versions stop agents overwriting each other, and why there's no search.
Source: DEV Community
TutorialsOrdinary
I Bridged My Real Logged-In Browser to Chrome's New WebMCP API
I Bridged My Real Logged-In Browser to Chrome's New WebMCP API Chrome's WebMCP proposal...
Source: DEV Community
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SkillJacking Is Real. I Built the Pinning Layer Skills Were Missing.
SkillJacking Is Real. I Built the Pinning Layer Skills Were Missing. Agents install skills...
Source: DEV Community
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1 in 5 AI-Suggested Packages Doesn't Exist — I Built a Scanner for That
1 in 5 AI-Suggested Packages Doesn't Exist — I Built a Scanner for That You ask an AI...
Source: DEV Community
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Your Auth Check Passed. The Agent Still Did Something Nobody Asked For
Authentication answers who. Authorization answers what they're allowed to do. Neither one answers...
Source: DEV Community
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People Are Vibe-Coding Clones of Every Paid App. What Actually Survives?
Earlier this month, a developer in Atlanta got fed up with Adobe's cancellation fees. So he used...
Source: DEV Community
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research-ledger: a skill that helps one person and several AI models not fool themselves
I am not a professional researcher. I work in IT support, and in the evenings I explore ideas with...
Source: DEV Community
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Best Enterprise AI Gateways
TL;DR An enterprise AI gateway sits between your applications (and, increasingly, your...
Source: DEV Community
TutorialsOrdinary
One AGENTS.md to rule Claude Code, Cursor and Codex
If you use more than one AI coding agent, you've probably ended up with three instruction files: a...
Source: DEV Community · Claude / Cursor
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I review NDAs for classmates, so I built a contract-risk scanner that never lets the contract leave your laptop
It usually starts with a message at 11pm: "学长,帮我看看这个合同能签吗?" — "can you take a quick look at this...
Source: DEV Community
TutorialsOrdinary
Designing a prompt builder for a text-to-music model: 500 characters, 4 instruments, and a lot of restraint
A text-to-music API gives you one string. Users give you 'make me a sad song'. Here's how we built a structured prompt builder that fits a 500-character budget — and why we cap instruments at four.
Source: DEV Community
TutorialsOrdinary
We audited our own agent's ledger: 10% of it was one test that never fails
We audited our own agent's ledger: 10% of it was one test that never fails We run an...
Source: DEV Community
TutorialsOrdinary
Don't Try This at Home: What Happened When I Sent Kiro to Work and Went Gardening
There is a special kind of confidence that comes from an AI development environment that just works....
Source: DEV Community
TutorialsOrdinary
# 🛡️ DecisionShield: Building an AI That Checks Decision Readiness Before Recommending a Choice
ai #gemma #opensource #hackathon Don't just ask AI what to choose. Ask AI whether you have...
Source: DEV Community
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LocalLens: private document Q&A that runs 100% on your machine
LocalLens: private document Q&A that runs 100% on your machine My entry for the...
Source: DEV Community
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I Fixed Microsoft's BitNet C++ Kernels: How to Run 1-Bit LLMs on Pure CPU Without Compiling
Earlier this year, Microsoft Research published the BitNet b1.58 paper, demonstrating that 1-bit...
Source: DEV Community
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Only MRDRs in the Repo
Background To talk about MRDRs, we first need to take about MADRs, which are...
Source: DEV Community
TutorialsOrdinary
Building a local MCP server inside a Rust desktop app
How we embedded an MCP server in AssetHoard (Tauri, Rust) so Claude Code, Cursor and friends can search a game asset library, and how we locked it down.
Source: DEV Community · Claude / Cursor
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Reasoning depth vs latency vs cost
Reasoning Depth vs Latency vs Cost – An Escalation‑Based Design Guide Balancing model...
Source: DEV Community
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KadaCard: WhatsApp listings from a product photo, scored offline with open-weight CLIP
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community