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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10 MCP Servers Worth Adding to Your AI Coding Workflow in 2026
Introduction I am a big fan of the Model Context Protocol. MCP keeps getting better, and I...
Source: DEV Community
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Four Ways a Batch Runner Can Believe It Already Finished
On 16 March 2026 the batch runner for our content pipeline landed in a single commit. That commit...
Source: DEV Community
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How We Built a Weather-Aware Daily Recipe Pipeline With FastAPI
Fancy Fox publishes one AI-assisted seasonal recipe idea each day. What began as a linear prompt...
Source: DEV Community
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The Edit That Fixed 4 Tasks and Broke 1
AgentSelfEdit is an open-source sidecar that rewrites its own system prompt from execution feedback....
Source: DEV Community
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From Software Engineer to AI Engineer - Part 5: Scaling your tool belt
We learned about tools and wrote them ourselves. This is cute, but an application writing all of its...
Source: DEV Community
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Stop drawing the graph: reactive agents over versioned artifacts
A reactive, artifact-driven agent runtime — agents react to state changes instead of following a graph. Deterministic, versioned, accountable by default.
Source: DEV Community
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ChatGPT Connects to Health Records, Bringing AI Closer to Clinical Workflows
OpenAI is moving ChatGPT closer to the clinical systems healthcare teams use every day. The company...
Source: DEV Community · OpenAI / ChatGPT
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I Built an API That AI Agents Pay in USDC — Full x402 Walkthrough (27 Endpoints, Real Transactions)
I built an Express API that AI agents (or humans, or anything with fetch) can pay per call, in USDC,...
Source: DEV Community
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WP Engine AI Bot Blocks Put Fetchability at the Center of GEO Audits
A website can be indexed, receive search traffic, and show no obvious issue in standard SEO tools...
Source: DEV Community
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I tested Claude Code's memory against mine. They are not doing the same job.
Proof over claim Last time I described the hour a platform shipped the feature I had spent months...
Source: DEV Community · Claude
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What Agent Frameworks Hide: I Built One From Scratch to Find Out
Every "build an AI agent" tutorial starts the same way pip install langchain, import a few classes,...
Source: DEV Community
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OpenAI Prism Launches a GPT-5.2 Workspace for Scientific and LaTeX Writing
OpenAI has launched Prism, a free AI-native workspace for scientists to write, revise, collaborate...
Source: DEV Community · OpenAI / GPT
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Running the whole company on AI: the big picture
Let me tell you our starting point, precisely. Our beginning was not "people make the judgment." Our...
Source: DEV Community
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I Tried Needle2 for Local Tool Calling. I Ended Up With llama.cpp + Granite
I’ve been working on a small experiment around a semantic shell. The basic idea is that the user...
Source: DEV Community · Llama
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Epistemological corrosion created by machine induced semantic replication entropy
The headline is a extract of a skeet from a gamedev/designer/dev person of Bluesky: Osaka Skilled...
Source: DEV Community
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Preptember is here!! Plan a Fest for your local community.
September marks the official start of Preptember, a month dedicated to organizers planning local...
Source: DEV Community
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How to Leverage AI in Web Development Frameworks in 2026
Learn exactly how to leverage AI in web development frameworks in 2026. Real stats, real tools, prices, and actionable workflow upgrades. No fluff—just results.
Source: DEV Community
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How to Integrate AI Coding Tools in Agile (2026 Data & Tactics)
See how to integrate AI coding tools in Agile development: 2026 stats, tool costs, pitfalls, and actionable playbooks. AI team velocity, ceremonies, and quality metrics.
Source: DEV Community
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I Built an Agent to Fix Bad Tests. I Found Eight Bugs in My Own Ruler.
Here is a Python function and a test for it. def withdraw(balance, amount): if amount <=...
Source: DEV Community
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I Built an AI That Rewrites Its Own Prompts — Its Safety Gate Rejected Every Single Edit
AgentSelfEdit is an open-source sidecar that rewrites its own system prompt from execution feedback....
Source: DEV Community
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The Agent Knew It Was Wrong. The System Let It Ship
In 660 of 800 autonomous research runs, the agent found a critical flaw and delivered the result anyway. Self-review is not a control unless it can block the effect.
Source: DEV Community
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Render MCP Apps in your own host in 5 minutes
In January, MCP Apps (SEP-1865) became the first official extension to the Model Context Protocol,...
Source: DEV Community
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On-Policy Distillation Works Better Without the Teacher
A new Purdue paper analyzed teacher supervision in on-policy distillation. The teacher scores are mostly noise, and a fixed negative penalty beats a full teacher model on AIME24.
Source: DEV Community
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Designing a BYOK AI Architecture for a Commercial Framer Template
I Built an AI-Enabled Framer Template Without Owning the Buyer’s AI Most AI-enabled websites hide an...
Source: DEV Community
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How to Design AI Evaluations You Can Actually Trust
As part of my work at Google, we are publishing a suite of Agent Skills for Google products and...
Source: DEV Community
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Building a Zero-Download Digital Disposable Camera \
Collecting candid photos and videos from guests at weddings, parties, and offsites has always been a...
Source: DEV Community
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I Gave Claude Code a Brain. Then I Measured What It Costs to Ask for One.
At the end of part 2 I promised a clean competitor comparison: more than one memory system, the same...
Source: DEV Community · Claude
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The Brave Wanderer: I made Claude play a Pokémon it never read a guide for
The Brave Wanderer: I made Claude play a Pokémon it never read a guide for Full timeline...
Source: DEV Community · Claude
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I raced six models against each other on DigitalOcean Inference. The cheapest one won.
Every time I put a model behind an endpoint I make the same lazy decision. I pick whatever I used...
Source: DEV Community
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Kubernetes is HariKube's query language, control protocol, and application interface for managing data streams
Building production-grade microservices has meant wrestling with legacy anti-patterns, dealing with...
Source: DEV Community
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Streamline Publishing with a Claude Code Skill
A Claude Code skill that turns one markdown file into dev.to, AWS Builder Center, Medium and LinkedIn versions, checks them before they ship, and posts the ones with an API — plus the debugging tools for when a destination mangles somethin…
Source: DEV Community · Claude
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Divide and Let the LLM Do the Rest: From Personal Experience to Architecture
Where This Started A few years ago, I started thinking about a simple question: How far...
Source: DEV Community
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What happens to technical debt when AI makes code cheap?
Dear past Jenna, I know you're used to dealing with large, complex, legacy codebases riddled with...
Source: DEV Community
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7 production checks I run after an AI website builder ships
Seven practical checks for editability, lead delivery, measurement, recovery, portability and independent handover after an AI-built site ships.
Source: DEV Community
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DNS Detective: an Agent That Diagnoses Your Domain by Actually Probing It
Ask an LLM "why does mail to my domain bounce?" and you get a plausible list of everything that has...
Source: DEV Community
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Three independent proposals won't find the error. Adding a refuter killed one of them.
Five agents: three perspectives, one refuter, one synthesizer. The refuter killed a proposal, found the assumption all three shared, and caught two errors in the data I handed them.
Source: DEV Community
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"So, you have observability. Now what?"
By Tyler Edwards, co-founder and CEO at Overmind. If you run an agent in production, odds are you...
Source: DEV Community
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On-Device AI for iOS & macOS
In this Swift tutorial, you'll learn how to run a large language model (LLM) directly on a user's...
Source: DEV Community
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Everyone can ship to production now. Nobody is on call.
Picture an ordinary Tuesday. Someone in your finance org hands in their notice, works the two weeks,...
Source: DEV Community
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Migrating Legacy LLM Infrastructure to an AI Gateway
A hands-on migration off direct provider calls onto an AI gateway — configs, screenshots, and measured cost results.
Source: DEV Community