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
How to Migrate from LangChainGo to Genkit Go
Every LangChainGo concept mapped to its Genkit Go equivalent, with before and after code for models, prompts, chains, tools, agents, RAG and memory.
Source: DEV Community
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Out-of-Order Events Break Your AI Agent on AWS
Ciao 👋 Make some chai, this is a long one, and it has a plot twist I did not see...
Source: DEV Community
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AI Agent Governance on AWS: Block Agents, Prove EU AI Act Compliance
I built a synthetic multi-agent loan crew on Amazon Bedrock and made Traccia hard-block a runaway agent, redact applicant PII across every sub-agent, and export EU AI Act audit evidence. Two of my three governance policies blocked nothing …
Source: DEV Community
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I Built an Agent Skill to Make Management Happy
It didn't make me write better code. It didn't make me deliver features faster. It didn't make the...
Source: DEV Community
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Owambe Desk: running a Nigerian wedding on Sanity Workflows
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
Source: DEV Community
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AI agents took over my YouTube channel (satire): the real guardrails
AI agents write this YouTube channel. A satire episode let them take over; here are the real guardrails, plus Amodei's and Bengio's essays on AI agents.
Source: DEV Community
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Benchmarking Real Work - Case 01: How I Built a Voice Agent Benchmark from Real Customer Failures
Customer complaints are not the problem definition; they are the signal. This post captures a...
Source: DEV Community
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ProofSec: Benchmarking Epistemic Robustness and Evidence-Grounded Vulnerability Reasoning in Frontier LLM
This is a submission for the Kaggle Benchmarking Challenge What happens when an LLM...
Source: DEV Community
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AI Coding Tip 038 - Make the AI Ask Before It Builds
A one-line request hides a dozen decisions you never made. TL;DR: Force the AI to ask about the...
Source: DEV Community
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20 GitHub Repositories to Build with AI
AI is everywhere these days. But instead of just learning about AI, why not build something with...
Source: DEV Community
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even legit coders are being forced to vibe code
Something shifted in the last year and I don't think we've named it properly yet. I know a lot of...
Source: DEV Community
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Build Secure AI Agents with Microsoft Agent Framework and Auth0
A few months ago, I started messing around with Microsoft Agent Framework, and I found it to be very...
Source: DEV Community
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IdeaConnectionAccuracy: Can AI Connect Ideas Like a Human? Three Ways an LLM's List Can Fail
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked Ask an LLM...
Source: DEV Community
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From Figma to merge request in an afternoon
A mid-size frontend feature used to take me about a week. Now it takes 3–4 hours of my own time....
Source: DEV Community
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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