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
Building a RAG Chatbot on Cloudflare Workers (Vectorize + D1 + Workflows)
I first saw RAG in 2024, at a hackathon. The moment that stuck with me was realizing an LLM could...
Source: DEV Community
TutorialsOrdinary
LLMs Confidently Lie About Your Microcontroller
Embedded development is the field where the soldering iron and the IDE sit closest together....
Source: DEV Community
TutorialsOrdinary
AI Can Write Code Faster Than We Can Review It — And That’s Becoming the Real Bottleneck
For most of software development history, writing code was expensive. A developer might spend hours...
Source: DEV Community
TutorialsOrdinary
Inside murmur: prefetching, interruptions, and audio scheduling
murmur is a companion radio that runs in a terminal. It talks and picks songs without waiting for a...
Source: DEV Community
TutorialsOrdinary
Turbocharge Coding Agents with Your Test Coverage
The original title of this post was Turbocharge Your Test Coverage with Coding Agents but then I...
Source: DEV Community
TutorialsOrdinary
Anthropic's grammar compiler counts properties, not characters
A 400 error from Anthropic's structured-output compiler taught us that the ceiling is 42 schema properties across all objects, not a character budget.
Source: DEV Community · Claude
TutorialsOrdinary
Five hundred milliseconds of silence: how a voice agent decides you have finished
Voice agents end your turn on a timer. Here are the actual defaults across OpenAI, Pipecat, LiveKit and Silero, what human turn-taking research says about the time they have, and why the new turn-detection models have a hole in them where …
Source: DEV Community · OpenAI
TutorialsOrdinary
Pacing the frontier does not watch the agents
Field notes from the Harness Layer. Two things happened in the same window. They got filed in...
Source: DEV Community
TutorialsOrdinary
What If 1,000 Developers Bought Their AI Tokens Together?
We all buy AI tokens in the dumbest possible way. One developer opens an account with an LLM...
Source: DEV Community
TutorialsOrdinary
AI Agent Idempotency: Prevent Duplicate Charges, Emails, and Records
Build idempotent AI agent tools with stable operation keys, an action ledger, reconciliation, and safe retries for production workflows.
Source: DEV Community
TutorialsOrdinary
Octoweb 0.15: page memory, link hints, private tabs
The largest Octoweb release since launch - search the text of pages you visited, click links without a mouse, real private tabs, and six agent workflows.
Source: DEV Community
TutorialsOrdinary
The Best Thing AI Did to Tech Might Be Pushing Us Out of It
For a while now, the conversation in tech has been about what's disappearing. The jobs are harder to...
Source: DEV Community
TutorialsOrdinary
AI Generated Tests Are Passing And Still Lying To You
Three weeks ago I watched a test suite go green while the feature underneath it was completely...
Source: DEV Community
TutorialsOrdinary
Why AI Applications Need More Than Functional Testing
Artificial Intelligence is rapidly becoming part of real-world applications. Developers are using...
Source: DEV Community
TutorialsOrdinary
Why the model won't call your tool
Your tool is registered. It appears in tools/list. The model never calls it, or calls a different one...
Source: DEV Community
TutorialsOrdinary
Where Should AI Stop and Code Start?
Why some decisions belong in AI—and others belong in five lines of code. Part 13 findings of an...
Source: DEV Community
TutorialsOrdinary
I traced the agentic calls. Here's where the token consumption comes from
I expected an agentic coding assistant to use more tokens than a simpler tool. I didn't expect the...
Source: DEV Community
TutorialsOrdinary
OpenAI's Software Factory Can Skip Human Review. Who Evaluates That Decision?
A pull request is green. The specialist reviewers found nothing that should block it. The risk...
Source: DEV Community · OpenAI
TutorialsOrdinary
I built a tool that finds "invisible text" hidden in PDFs — white text, tiny fonts, and the invisible render mode
A PDF can contain text that no human will ever see but that is still there as data. White text on...
Source: DEV Community
TutorialsOrdinary
Splitting text into sentences costs Kokoro 8% and Piper nothing
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
AI Will Kill Us All, Unless Our Country Builds It First
Former Anthropic researcher Jacob Coxon recently resigned and accused OpenAI and Anthropic of racing...
Source: DEV Community · OpenAI / Claude
TutorialsOrdinary
An agent told me all tests passed. It had deleted the one that failed.
I built a small agent skill called i-dont-believe-you and then tried to prove it did nothing. It...
Source: DEV Community
TutorialsOrdinary
There Is No Repro for a Phone Call
Every other part of my stack comes with a safety net I never asked for. TypeScript refuses to...
Source: DEV Community
TutorialsOrdinary
DepthWizard: Turning a Single Photo Into a Flyable 3D World
This is a submission for the MLH x DEV Writing Challenge What I Built DepthWizard takes a...
Source: DEV Community
TutorialsOrdinary
What stops one queue consumer from starving your account?
A reader's comment turned into issue #87 on my infrastructure-context tool, and that issue had three...
Source: DEV Community
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AI Agents - What They Are and Why Every Company Wants One
You have 50 tasks to complete today. Emails to send. Data to analyze. Reports to generate. Code to...
Source: DEV Community
TutorialsOrdinary
Can You Vibe Code an OS Without Lying to Yourself?
I am using AI agents to help build an operating system. That might be brilliant and it might be incredibly stupid, and an OS is the worst possible place to be hand-wavy. So here is the honest version. The reasons I might be an idiot, and t…
Source: DEV Community
TutorialsOrdinary
I Measured 27,257 MCP Connections. The p90 Session Waits 35s.
35 days of Claude Code MCP logs on one machine. Median connect is 582ms — but the p90 session burns 35 seconds before you type anything. The cause isn't the servers.
Source: DEV Community · Claude
TutorialsOrdinary
Two Strangers Built an Agent Mandate Protocol in My Comments. It Still Needs a Regulator.
I got something wrong in my own comments section nine days ago, and two strangers spent a week...
Source: DEV Community
TutorialsOrdinary
Three Questions to Answer Before You Ship an Agent UI
Where does the agent loop run, how does the model hand you UI, and which dimension did your tests delete? Answer these before the chat box, not after.
Source: DEV Community
TutorialsOrdinary
I pointed 108 agents at my own growth strategy. They refuted the two assumptions it stood on.
I had a content strategy. It was coherent, it was written down, and about 60% of my planned work...
Source: DEV Community
TutorialsOrdinary
I made Korean government data agent-payable with MCP and x402 — here's what actually happened
TL;DR: I built a remote MCP server that lets any AI agent verify Korean businesses using official...
Source: DEV Community
TutorialsOrdinary
Parser Gates or Runtime Guards: A Debate for Agent-Written SQL
An illustrative lock queue A generated UPDATE reached staging with a missing key predicate...
Source: DEV Community
TutorialsOrdinary
Consolidation: the half of agent memory nobody builds
Storing memories is the easy part. Merging duplicates, superseding stale decisions, and keeping the "why" is where agent memory actually lives or dies.
Source: DEV Community
TutorialsOrdinary
I audited all 25,125 servers in the MCP registry
Every MCP directory, every "browse servers" page, every agent that discovers tools at runtime reads...
Source: DEV Community
TutorialsOrdinary
An AI Agent Found Admin Access to a $13B Startup in 25 Minutes. Here's the Free Tool It Used, and the Docker Mistake That Made It Possible
The story that hit the Hacker News front page this week: a security company, Strix, was evaluating...
Source: DEV Community
TutorialsOrdinary
Containerizing Omniget: Running Headless Media Ingestion Pipelines Without Host Bloat
How to isolate tonhowtf/omniget inside Docker Compose for headless AI media pipelines, avoiding dependency hell and zombie extraction processes.
Source: DEV Community
TutorialsOrdinary
I gave my AI coding agents a local long-term memory layer — 8 things that broke
An external memory layer beats a bigger context window. Here are the 8 failure modes I hit building one, and what each fix costs.
Source: DEV Community
TutorialsOrdinary
Midnight Rescue: The Ultimate Raspberry Pi Hackathon Revival Guide 🚀
Howdy Hackers! I'm assuming you are here because your Raspberry Pi is acting up. Going to do a small...
Source: DEV Community
TutorialsOrdinary
Flint: Turning Skills into Personal Assets
Lately, every time OpenAI ships a new model, a familiar argument makes the rounds: skills are...
Source: DEV Community · OpenAI