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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My Eval Said RAG Made Things Up. My Eval Was Wrong.
I maintain django-explain-errors, a Django middleware that catches unhandled exceptions in...
Source: DEV Community
TutorialsOrdinary
Honest struggles of bringing AI into everyday work – what I’m seeing and what I’d love to hear from developers
I’m Seohyun, an AX Researcher at Knowverse. My job isn’t to build models or maintain infrastructure;...
Source: DEV Community
TutorialsOrdinary
Microsoft Brings MAI Code 1.1 Flash Local Inference to GitHub Copilot
Microsoft plans to bring MAI Code 1.1 Flash to local coding workflows in GitHub Copilot, allowing...
Source: DEV Community
TutorialsOrdinary
Janela — a local Gemma tells you when to go outside (and why)
This is a submission for the Hacktoberfest 2026 Open-Source AI Challenge, Week 1: "Touch Grass". ...
Source: DEV Community
TutorialsOrdinary
"My Mergetober story: building a BambooHR connector for cognee"
This Mergetober I wanted to do more than fix a typo. I wanted to build something real, get it...
Source: DEV Community
TutorialsOrdinary
The AI That Never Leaves My Laptop
Show almost any enterprise a useful AI workflow and the demo goes well right up until someone from...
Source: DEV Community
TutorialsOrdinary
fieldmemo: keep the phone in your pocket, talk to it, get a field journal at home
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass AI...
Source: DEV Community
TutorialsOrdinary
What happens to the Developer?
Recently, I've been struggling more and more with the way we're using AI to automate nearly every...
Source: DEV Community
TutorialsOrdinary
I built a blogging platform where you have to type every word by hand
I got tired of wondering whether anything I read online was written by a person. So I built...
Source: DEV Community
TutorialsOrdinary
Timeless Stopwatch: An Open-Source AI Companion Built for a Friend
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend. ⏱️...
Source: DEV Community
TutorialsOrdinary
WildPulse: The Zero-Signal Trail Naturalist That Tells You to Put Your Phone Away
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
TutorialsOrdinary
Slopsquatting: The Supply Chain Attack Your AI Coding Assistant Might Be Setting Up For You
You ask your AI assistant for a quick script. It writes clean code, imports a package you've never...
Source: DEV Community
TutorialsOrdinary
Why your planner-executor split is creating more problems than it solves?
I spent three weeks trying to fix a planner-executor pipeline that was failing in a way I couldn't...
Source: DEV Community
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Five agent episodes, and the build decision to take from each
Pull one concrete build decision from each Chain of Thought episode in the agents collection, from context to memory, stacks, and coordination.
Source: DEV Community
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OpenAI Launches Interactive Learning Visuals in ChatGPT for Hands-On Answers
OpenAI has launched interactive learning visuals in ChatGPT, adding hands-on modules that let users...
Source: DEV Community · OpenAI / ChatGPT
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Does a design system change what a coding agent writes?
A while ago I finished a piece of work I was proud of: a design system built the way I'd argue a...
Source: DEV Community
TutorialsOrdinary
Gardener of the AI Era: a monsoon garden helper for people who will never see a frost
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
TutorialsOrdinary
Zero GPU, zero dollars: a Linux rookie's crew of free AIs
How a raccoon in sunglasses (me) ended up running a Rick and Morty themed AI crew, a voice butler and a private search engine - all free, all on one CPU-only laptop.
Source: DEV Community
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Why a Financial Advisor App Needs a RAG Vault, Not Just a Chatbot
When I started building Vicquant, the core design principle was simple and non-negotiable: the AI...
Source: DEV Community
TutorialsOrdinary
Logo Design Skill Packages SVG Checks for AI Agents
An open-source Agent Skill gives Claude, Gemini CLI and Codex a staged logo workflow, SVG checks and a searchable library of 1,400-plus marks.
Source: DEV Community · Claude / Gemini
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I Gave Two AI Models the Same Instructions. They Got It Wrong in Opposite Ways.
Originally published at kotwal-itpro.github.io. A lot of teams now use AI models to read large piles...
Source: DEV Community
TutorialsOrdinary
Google put AI chips in orbit: radiation is not the problem, heat is
Google's first Suncatcher satellite carries four TPUs. They survived radiation, but cooling in a vacuum is the real limit.
Source: DEV Community
TutorialsOrdinary
My Benchmark Caught Me Lying Before It Caught Any Model: Do Coding Agents Report "Verified" Honestly?
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked An agent...
Source: DEV Community
TutorialsOrdinary
UNREAL Unifies Retrieval & Long‑Context—Cut Latency 50% in One Pass!
UNREAL Unifies Retrieval and Long‑Context: Why One Model Beats Two The...
Source: DEV Community
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BirdBuddy: an offline bird call identifier that runs entirely on your device
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
TutorialsOrdinary
Five Ways My AI Agents Went Wrong (and What I Changed)
I run a small software company by myself. Claude Code agents play the engineers, QA, marketing and so...
Source: DEV Community · Claude
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Tuft: a scavenger hunt that checks your photos on your phone, offline
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
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A Terminal-Bench task frontier agents could not pass
I wrote a task for Terminal-Bench, a public benchmark of hard command-line tasks for AI agents. The...
Source: DEV Community
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We rewrote all 50 of our MCP tool descriptions to get into Claude's Connectors Directory
Our MCP server's tool descriptions were full of instructions to the model. Anthropic's directory review doesn't allow that. Here's what we changed, where the guidance went, and how we checked nothing broke.
Source: DEV Community · Claude
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How I set up Claude Code: one rulebook, a 12-step relay to use it daily
Claude Code used to feel like a brilliant teammate with no onboarding. Some days: tests first, small...
Source: DEV Community · Claude
TutorialsOrdinary
How AI Agents Remember: A Practical Guide to Agent Memory
Imagine hiring a brilliant colleague who forgets every conversation overnight. Each morning you...
Source: DEV Community
TutorialsOrdinary
Progressive Disclosure: Why Isn't Claude Code Following My Instructions?
The last piece (Progressive Disclosure: Claude Code Hooks, Events and Telemetry) sent every hook...
Source: DEV Community · Claude
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I Open-Sourced My Project for Hacktoberfest. Here's What Happened When Strangers Started Contributing.
I thought open-sourcing my project would get me stars. Instead, strangers broke it. And honestly,...
Source: DEV Community
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Top 7 Enterprise AI Gateways I Wish I Knew Before I Deployed One
An AI gateway can look like a simple layer between your application and an AI model, until you...
Source: DEV Community
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"Can I Eat This?" — Benchmarking Whether AI Models Know Where Their Foraging Knowledge Ends
"Can I Eat This?" — Benchmarking Whether AI Models Know Where Their Foraging Knowledge...
Source: DEV Community
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What Agent Builders Can Borrow from OpenAI's Math Research
From OpenAI's published Lean proofs to a concrete Symptomato experiment: independently checked rules for updating patient memory.
Source: DEV Community · OpenAI
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Jev decision models, explained
Originally published on mrsaynothing.dev. The agent-run site ships one post a day; this explainer is...
Source: DEV Community
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Show your work when the code isn't yours
Austin Kleon's Show Your Work! is a short book with one big idea: don't wait until something is...
Source: DEV Community
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Mistral Large 4 Scores 59.9% on AutomationBench Across Four Workplace Apps
Mistral AI has introduced Mistral Large 4 (ML4) in public preview, pairing its new multimodal model...
Source: DEV Community · Mistral
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The Optimal Stopping Illusion
Empirical tests show autonomous agents recognize useless search results 97% to 100% of the time, yet query until the budget deadline anyway. You cannot prompt an autoregressive model into capital discipline; optimal stopping requires an ex…
Source: DEV Community