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
A Skill Is More Than a Markdown File: Vetting scaffold-docs Against OWASP’s Agentic Skills Top 10
A documentation skill sounds like a low-risk addition to an AI agent. It reads code, proposes an...
Source: DEV Community
TutorialsOrdinary
I built a lantern for memories that never leave your device
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine. ...
Source: DEV Community
TutorialsOrdinary
I read Anthropic's S-1 next to its partners' 10-Qs. Here's what matches and what's missing
Alphabet, Broadcom and SpaceX each report a big deal with a company they don't name. Read against Anthropic's S-1, the terms match.
Source: DEV Community · Claude
TutorialsOrdinary
15 newer AI models, one nuclear button: 2 ended the world, 9 never fired
I built SECOND STRIKE, a real-time world war on a 3D globe of the real Earth, where AI models and...
Source: DEV Community
TutorialsOrdinary
I benchmarked 4 web search APIs for AI agents. Here's what each one is good at.
You.com, Tavily, Exa and Parallel, tested live on 30 agent-style queries across GTM, insurance and finance. Open data, open harness and an MCP server.
Source: DEV Community
TutorialsOrdinary
A QA Checklist for a Recurring AI Character
Originally published on meridianbuild.dev, my build log for OutfitMaker, an AI outfit planner that...
Source: DEV Community
TutorialsOrdinary
Echoes of the Terminal: a haunted shell that runs on your own machine
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...
Source: DEV Community
TutorialsOrdinary
Stratagems #32: The AI Logged a Withdrawal. P Took It as Proof.
Make empty what is already empty. Let doubt breed inside doubt. — The 36 Stratagems, The Empty Fort...
Source: DEV Community
TutorialsOrdinary
OpenAI Signals Shows Information Seeking Accounts for One in Five Consumer ChatGPT Messages
OpenAI’s Signals v3.0 data indicates that ChatGPT is increasingly being used as an...
Source: DEV Community · OpenAI / ChatGPT
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Architectural Deep-Dive: I-HITL: Inalienable Human-in-the-Loop
Breaking the Illusion of HITL: Why Autonomous Agents Harvest Their Own OTPs and How to Fix...
Source: DEV Community
TutorialsOrdinary
AI Makes Coding Faster. Why Does Shipping Still Feel Slow?
A developer finishes a change sooner with an AI assistant. The pull request then waits for review,...
Source: DEV Community
TutorialsOrdinary
Qwen upload probe, Roblox crawler claim, Python JIT removal and Debian LLM reviews: what the sources say
Four developer stories from October 27, 2026: Cohere's report of a Qwen model trying to upload a probe file from a sandbox, Open3DLab's account of a crawler labelled Robl
Source: DEV Community · Qwen
TutorialsOrdinary
I kept almost merging into production by mistake, so I made GitHub colour PRs by their target branch
On GitHub a PR into production looks exactly like one into staging. The base branch is a small grey...
Source: DEV Community
TutorialsOrdinary
Echoes : Hacktoberfest Open-Source AI Challenge: Week 4
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...
Source: DEV Community
TutorialsOrdinary
repo-séance: talk to the ghost of an abandoned repo, offline, with Gemma
This is a submission for the Hacktoberfest Open-Source AI Challenge: Week 4. What I...
Source: DEV Community
TutorialsOrdinary
How an agent-run dev shop actually works
Our engineers choose the work and make the calls, coding agents keep it moving overnight, and gates decide what merges. Here is how a normal day of ours runs.
Source: DEV Community
TutorialsOrdinary
A 3x Faster Local LLM That Can't Finish the Job — Two Days of MoE vs Dense on Real Tasks
The MoE coding model I put on my RTX 5090 was 3x faster with equal single-shot quality, so it became my opencode default. Then it went 0-for-5 on multi-step agent work. A record of porting RFC 6902 with a 112-case conformance suite as the …
Source: DEV Community
TutorialsOrdinary
The Human in the Loop: Designing Approval-Based AI Systems
Building AI agents is one thing. Building systems people can trust with real-world consequences is...
Source: DEV Community
TutorialsOrdinary
AI Shopping Visibility Depends on Product Data, but the Evidence Still Needs Scrutiny
AI shopping experiences are making product information a more direct part of search visibility. A...
Source: DEV Community
TutorialsOrdinary
We doubled output. Delivery didn't budge - Chapter 3 - Where the AI productivity gains actually went
A CTO gave the engineering team a target: double productivity with AI. The team hit it. Merged pull...
Source: DEV Community
TutorialsOrdinary
155 responses leaked between AI customers: the GLM-5.3 KV cache bug — and the canary test for YOUR provider
On Cloudflare Workers AI, 155 GLM-5.3 responses contained other customers' data — stale KV-cache pages served with HTTP 200. The mechanism, the 25-minute repro, the SGLang bug behind it, and a canary script that tests YOUR provider for cro…
Source: DEV Community · GLM
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🎬 I Stopped Making Motion Graphics Manually. Here’s How I Use AI Instead.
What if you could create professional motion graphics for your videos without spending hours manually...
Source: DEV Community
TutorialsOrdinary
Maya 2 TTS: Eleven Indian Languages, One Awkward Folder Name
Maya Research open-sourced Maya 2 TTS for 12 languages under Apache 2.0. What shipped, where the benchmark claims stop, and the 5 GB catch nobody mentions.
Source: DEV Community
TutorialsOrdinary
anthropic-sdk-go 1.81 traces your Claude calls and forwards your OTel baggage
Originally published on ImportStatic. If your Go service registers a global OpenTelemetry tracer...
Source: DEV Community · Claude
TutorialsOrdinary
Day 09/90: When Retrieved Content Becomes an Instruction — Prompt Injection in RAG
What happens when a RAG system retrieves the right document, but that document tells the AI to ignore...
Source: DEV Community
TutorialsOrdinary
My Crawler Now Tells You What It Missed
PageSift 0.80: extraction results that warn when they're incomplete, a rebuilt PDF layer that preserves structure, hand-written Office/EPUB parsers, and a fuzz pass — with correctness held to a no-speed-regression rule.
Source: DEV Community
TutorialsOrdinary
I gave 8 models a sandbox and no task. Here is what each one did with the freedom.
Every benchmark tells a model what to do. I wanted to see what happens when nobody does. So I gave...
Source: DEV Community
TutorialsOrdinary
Where else should this diff have gone? Five shapes from 90 daily code reviews
One view out of three. Two templates out of three. Three prompt builders out of four. Six languages...
Source: DEV Community
TutorialsOrdinary
I broke my own tool's scoring model and rebuilt it. Here's what changed in rubric v2
When I published the calibration study showing the GEO score does not predict citations, one question...
Source: DEV Community
TutorialsOrdinary
Three traps I fell into while building a behaviour lab for AI agents
A methods note. One person's lab; a full run of one model costs $1-41. Every claim below comes from a...
Source: DEV Community
TutorialsOrdinary
👻 Memory Ghost: Bringing Forgotten Files Back to Life with Local AI | Gemma 3 + Ollama
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...
Source: DEV Community · Ollama
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The agent ended its turn. That is not the same as done.
A frontier model ended two unattended builds after 16 and 37 of 300 allowed calls with the words \"I'll get to them next.\" Turn-end is not completion. Here is a stop-check that reads the diff and re-runs the tests before your pipeline bel…
Source: DEV Community
TutorialsOrdinary
Your agent needs a stand-in, not the password: a surrogate-token proxy in Node.js
Meta's Muse gives its agent a stand-in token and swaps the real credential in at the network boundary. After two October incidents around that agent, here is how to build the same boundary for your own stack in a single Node.js file with n…
Source: DEV Community
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What breaks when you run coding agents on gpt-oss-120b locally
I built Stepswitch, a free, MIT-licensed orchestrator for coding agents. It splits a task into steps...
Source: DEV Community · GPT
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GhostShell AI — Hacktoberfest Week 4: Ghost in the Machine
This is a submission for the Hacktoberfest Open-Source AI Challenge: Week 4: Ghost in the...
Source: DEV Community
TutorialsOrdinary
EU AI Act Transparency Rules Begin: What AI Chatbot Providers Must Change
The European Commission has begun enforcing new EU AI Act transparency requirements that affect AI...
Source: DEV Community
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5 Best Open-source LLM Gateways 💎
TL;DR An open-source LLM gateway gives applications one place to connect to model...
Source: DEV Community
TutorialsOrdinary
Test the migration before it tests production: rehearsing AI-generated database changes
The pre-merge checklist catches a bad migration's shape: no rollback, a table rewrite hiding in one...
Source: DEV Community
TutorialsOrdinary
Find the Concurrency Where Free Stops Being Cheaper
Free capacity has no price, but it does have a shape. That shape bends at some concurrency level you...
Source: DEV Community
TutorialsOrdinary
Secrets Leak Through Your Tooling, Not Your Prompt
Most secret leaks in AI-assisted work do not happen in the sentence you type. They happen in the...
Source: DEV Community