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
ZéroJour: an advisories agent that only works because the content is structured — and we prove it
Most entries will claim their agent works thanks to structured content. This one measures...
Source: DEV Community
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Who's Accountable When the AI Was Just Following Instructions?
Earlier this year, a company's AI agent quietly leaked internal data for three weeks before anyone...
Source: DEV Community
TutorialsOrdinary
How I Built a Code Reviewer That Remembers Every PR It's Ever Seen
I've reviewed enough pull requests to know the pattern: someone forgets to wrap an API call in a...
Source: DEV Community
TutorialsOrdinary
Pausing an agent mid-task and resuming it four minutes later, with its memory intact
DigitalOcean's Managed Agents claims a paused session keeps its processes and memory. I put a counter in a shell variable, paused for 4m28s, and it came back at 48. Forking was stranger.
Source: DEV Community
TutorialsOrdinary
OpenAI Tightens Frontier RL Security With Isolated Environments and Monitoring
OpenAI has publicly detailed a more restrictive security approach for frontier reinforcement...
Source: DEV Community · OpenAI
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OpenAI agents and RubyGems: what the May attack report found
OpenAI agents ran May's RubyGems spam campaign, researchers say: the disclosure timeline, the API key leak, what RubyGems fixed, what gem owners should check.
Source: DEV Community · OpenAI
TutorialsOrdinary
Ask ten LLMs for a Blender 5.0 script. Then run it in Blender 5.0.
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked ...
Source: DEV Community
TutorialsOrdinary
Ask the Archive: a Q&A agent grounded in 150 stories of Black California history
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
TutorialsOrdinary
Your AI agent installs skills like npm packages — but nobody's scanning them
Last month I counted the "skills," plugins, and MCP servers I'd dropped into my AI coding agent....
Source: DEV Community
TutorialsOrdinary
Agents won't kill apps... on a phone, they can't act without them
At WWDC this year, in the keynote, Apple confirmed something I had been holding as a logical...
Source: DEV Community
TutorialsOrdinary
I let AI write my code for a month. The junior devs caught what it broke — I didn't.
Everyone's posting about how AI made them 10x faster. Here's the part nobody screenshots — a month of AI-assisted code where the regressions were silent, plausible, and mine to own. The juniors on the team caught three of them. I caught no…
Source: DEV Community
TutorialsOrdinary
I Audited My Own AI-Agent Library Against a Real Bug Report — Here's What I Found
I maintain StateGuard, a small Python library that gives AI agents transactional state — snapshot,...
Source: DEV Community
TutorialsOrdinary
How to Work With Agentic Teammates: A Practical Guide to Assigning, Governing, and Reviewing AI Work
AI agents are becoming much more useful when they can do more than answer a prompt. Instead of...
Source: DEV Community
TutorialsOrdinary
The Database Playground: Everything You Can Plug In and Tune in PostgreSQL and MySQL (Including AI Workloads)
TL;DR: PostgreSQL and MySQL are not black boxes. Both let you swap storage engines, index types,...
Source: DEV Community
TutorialsOrdinary
Retrieval is a routing problem. Your RAG stack just hides it.
Most RAG failures aren't model failures. They're routing failures wearing a retrieval costume. We...
Source: DEV Community
TutorialsOrdinary
VARdict - uphold or overturn a VAR room's decision
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
Source: DEV Community
TutorialsOrdinary
Chain of Custody: an AI agent that only says what it can prove
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
TutorialsOrdinary
I Gave ChatGPT My Full Codebase. The Results Scared Me — But Not for the Reason You Think.
So I did the thing everyone tells you not to do. I took the whole codebase. Every route, the...
Source: DEV Community · ChatGPT
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AI Incident Response Agent powered by Hindsight
Overview The most dangerous thing an incident tool can do at 3 a.m. is hand an engineer a past fix...
Source: DEV Community
TutorialsOrdinary
Why Nature Grows Brains from Embryos: Lessons from a Non-Backprop Neuromorphic Engine in Rust
Author: Andrii Shumko (with the assistance of autonomous AI agents) Corporate Inquiries:...
Source: DEV Community
TutorialsOrdinary
Four vendors, one bad assumption: SSRF in MCP servers
There is a particular kind of bug that you only recognize the third time you see it. The first time,...
Source: DEV Community
TutorialsOrdinary
An OCR'd wrong date becomes a confidently wrong Hindsight memory
A vision model reads a smudged diary page and gets the 8 in "18 June" wrong. It reads it as a 3. On...
Source: DEV Community
TutorialsOrdinary
AI Can Make Every Local Decision Look Reasonable — While Making the System Worse
AI coding agents are very good at making small decisions. Move this logic into a helper. Add a...
Source: DEV Community
TutorialsOrdinary
Malicious MCP Servers: What Deadbugz Taught Us About Auditing Our AI Agent Setup
On the evening of August 10, 2026, a single GitHub account opened 23 pull requests against unrelated...
Source: DEV Community
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Building an Agent That Learns from Every Interaction with Hindsight
Building an Agent That Learns from Every Interaction with Hindsight Picture the 3 a.m....
Source: DEV Community
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"Last time" meant last upload, until I fixed Hindsight timestamps
The most common question a litigator asks before walking into court is five words long: "What...
Source: DEV Community
TutorialsOrdinary
What is an agent runtime? Six questions that tell you if you need one
An agent runtime is the layer that keeps an agent's work alive between turns: the session's state and...
Source: DEV Community
TutorialsOrdinary
I'm 16, self-taught, and I built a fake transfer receipt detector for Nigerian businesses
Hi Dev.to 👋 I'm Jonathan, 16, from Bauchi, Nigeria. Self-taught developer. This is my first real...
Source: DEV Community
TutorialsOrdinary
Building an AI Agent That Never Forgets a Promise
I've lost count of how many times I've walked into a meeting and thought, "Wait, did I already...
Source: DEV Community
TutorialsOrdinary
Why I built an AI that reads construction drawing sets the way a coordinator does
By Akam Pachachi, founder and CEO of Clash Nexus AI I didn't plan to start a construction...
Source: DEV Community
TutorialsOrdinary
Single Bank or Many? A Hindsight Design Decision I Almost Got Wrong
At 3 a.m., the person on call rarely needs more dashboards. They need someone who was there the last...
Source: DEV Community
TutorialsOrdinary
QueerCade (Part 2): Vibe-Code Something Strange — an Arcade of Queer Games on Sanity
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
Source: DEV Community
TutorialsOrdinary
The Residual Class Problem: Why a Face Shape Classifier Keeps Answering Oval
If you build a classifier with a fixed set of labels, one of those labels usually ends up doing a job...
Source: DEV Community
TutorialsOrdinary
We Built an AI Agent That Remembers Every Security Incident So It Doesn't Solve the Same Problem Twice
Every security team has the same quiet frustration: an alert fires, someone spends 40 minutes...
Source: DEV Community
TutorialsOrdinary
Last week in Agent Security 1: We are not-a-mused!
Last week I talked at NDC Oslo about the OWASP Top 10 for Agents where I showed folks the different...
Source: DEV Community
TutorialsOrdinary
AI API call hangs in production, then 504: timeouts and budgets
We read 1,662 public posts from builders whose apps broke at or after launch and verified 215 recent...
Source: DEV Community
TutorialsOrdinary
Claude e Obsidian - Como uma QA utiliza essas ferramentas no dia-a-dia
🇺🇸 You can also read the English version of this article on AWS Community Builders. Ser QA nessa...
Source: DEV Community · Claude
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How to Build a Real-Time Voice AI Agent with the Gemini Live API
This post was originally posted on X, by Annie Wang, Developer Relations Engineer, Google Cloud and...
Source: DEV Community · Gemini
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Your agents can’t collaborate if they only speak tool calls — the A2A protocol that fixes peer handoffs — A2A Under the Linux Foundation
I spent three weeks trying to make a billing agent ask a refund agent a question. Not a tool call—an...
Source: DEV Community
TutorialsOrdinary
When Code Gets Cheap, Verification Becomes Expensive: How AI changes the economics of software architecture
Recently, I was having a conversation at work about how we should implement a feature. I was...
Source: DEV Community