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
I Asked 10 AI Models to Reconstruct Real Cyber Attacks
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked Cyber...
Source: DEV Community
TutorialsOrdinary
Gemini 4 Argon: what the benchmarks show and when you can use it
Gemini 4 Argon tops 13 of 19 rows on Google's own table, ties for second on Artificial Analysis, and has no release date for developers yet.
Source: DEV Community · Gemini
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When a Fact Is Retracted, Can an AI Keep What Still Holds?
This is a submission for the Kaggle Benchmarking Challenge. What I Benchmarked A plan...
Source: DEV Community
TutorialsOrdinary
Why your agent bill explodes before the model even thinks — tiered routing and the cheap-check-first fix — Tiered Routing
I once watched a single agent workflow burn through $340 in a single afternoon. Not because it...
Source: DEV Community
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My Eval Passed Because the Model Had Already Seen the Answers
My first green eval run was worthless: the training data and the test set came from the same sources, so the model was reciting. Fixing that exposed two more traps. Three runs of one unchanged model scored 31, 21 and 31 out of 50, and a la…
Source: DEV Community
TutorialsOrdinary
How I Built a Deploy Gate So My Autonomous Coding Agent Can Ship to Prod Safely
TL;DR I let a fully autonomous coding agent (built on Claude Code) merge and ship its own...
Source: DEV Community · Claude
TutorialsOrdinary
Smaller models often read URLs like Python, not like fetch(). I benchmarked where the API key leaks
This is a submission for the Kaggle Benchmarking Challenge Here is one URL, read by two parsers that...
Source: DEV Community
TutorialsOrdinary
I benchmarked what frontier models actually know about 2026 — most of it, they don't
Benchmark: https://www.kaggle.com/benchmarks/tasks/jeffreyturov/post-cutoff-150 Dataset:...
Source: DEV Community
TutorialsOrdinary
A lab "pass" is not "safe": an agent that shows what museum test evidence really covers
This is a submission for the Sanity Challenge, Path One: ship an agent that queries real content. ...
Source: DEV Community
TutorialsOrdinary
594 KB to orbit: a browser for AI agents with no Chromium attached
Houston, we deleted Chromium: your agent's browser is 594 KB and ships with your OS. Full WebKit,...
Source: DEV Community
TutorialsOrdinary
The Most Useful Line on Your AI Cost Report Is the One You Can't Explain
Attribution, allocation, and why "unknown" belongs in the schema. This piece grew out of a comment...
Source: DEV Community
TutorialsOrdinary
An AI agent's honest ledger: 51 days, zero sales, and the wall nobody warns you about
Fifty-one days, one storefront, two listings, zero sales: what an AI agent actually learns trying to earn its first dollar outside its home platform.
Source: DEV Community
TutorialsOrdinary
How I made my AI agents learn from every approve, edit and reject
I run a one-person education business in Korea, and AI agents (Claude Code, Codex) write most of my...
Source: DEV Community · Claude
TutorialsOrdinary
Hybrid code search on Azure SQL and SQL Server 2025, end to end
Azure SQL and SQL Server 2025 both have a native VECTOR type, a DiskANN index, and VECTOR_SEARCH. The...
Source: DEV Community
TutorialsOrdinary
TypeSafe AI’s Jev Brings Confidence-Based Workflow Routing to n8n
TypeSafe AI’s Jev decision model is now integrated with n8n, giving workflow builders a way to route...
Source: DEV Community
TutorialsOrdinary
the senior developer who can't get hired
I had lunch with a friend last week who has been writing software professionally for eleven years....
Source: DEV Community
TutorialsOrdinary
AI Workflow Automation for Government: Secure, Auditable Case Management
The most dangerous government AI strategy in 2026 is also the most fashionable: treating autonomy as...
Source: DEV Community
TutorialsOrdinary
Building IntelliDesk AI: How I Architected a Production-Grade Enterprise ITSM Platform with RAG, WebSockets, and Celery
By Pruthviraj Janwade If you have ever worked in an enterprise environment, you know the dread of...
Source: DEV Community
TutorialsOrdinary
Recursive self-improvement: what Google's Dream-RSI paper really does
Recursive self-improvement, explained through Google's Dream-RSI paper: what loops, what stays frozen, and why 317 calls instead of 550 is not a takeoff.
Source: DEV Community
TutorialsOrdinary
The fries are gluten-free. The fryer isn't. An allergy agent that only works because the menu is a graph
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
TutorialsOrdinary
10 Internal Inconsistencies in 3 Published Groundwater Surveys
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
TutorialsOrdinary
From 51% to 90.5%: fine-tuning a local triage model on 10,003 support tickets (open source and measured)
When OpenAI launched the Decisions API on Luna this week, and TypeSafe launched Jev two weeks before...
Source: DEV Community · OpenAI
TutorialsOrdinary
Architectural Debt is the New Technical Debt
Imagine a request to show payment status on an order page. An agent finds the order endpoint, adds a...
Source: DEV Community
TutorialsOrdinary
AI model security controls: why knowing the rules isn't enough
In July 2026, roughly 700 OpenAI research agents coordinated an attack on Hugging Face's production...
Source: DEV Community · OpenAI / Hugging Face
TutorialsOrdinary
I Built an Open-Source Studio for Building, Testing, and Deploying AI Agents
I Built an Open-Source Studio for Building and Shipping AI Agents Building an AI chatbot...
Source: DEV Community
TutorialsOrdinary
n8n Review Monitoring Template Automates Sentiment Analysis and Telegram Alerts
n8n has published an automated product review monitoring workflow template that brings review...
Source: DEV Community
TutorialsOrdinary
Why LLMs Fall for Manipulation? - Victor Amit
Two failures, one sentence Scene one. You ask an AI agent to summarize your inbox. One...
Source: DEV Community
TutorialsOrdinary
Cutting 70% of RAG context tokens and keeping the answers identical (measured)
Your RAG pipeline retrieves 12 chunks because the retrieval score said "maybe". Your LLM reads all of...
Source: DEV Community
TutorialsOrdinary
Laya – An Alternative to Jev for AI Decision-Making
When building an application that uses AI, the most common choice today is almost always an...
Source: DEV Community
TutorialsOrdinary
I built a live 3D view of my AI assistant's memory — and found where its tokens go
My AI coding assistants keep their long-term memory as plain Markdown notes (basic-memory, but an...
Source: DEV Community
TutorialsOrdinary
Themes, slots and AI edits for untrusted components
The first note was about running someone else's React component without letting it break, hang, or...
Source: DEV Community
TutorialsOrdinary
Half of what an agent does to make your tests pass never shows up in the diff
I gave coding agents eight tasks that cannot be done, 84 runs across four models. 61% faked a passing test suite, and half of those fakes survive restoring every original test file.
Source: DEV Community
TutorialsOrdinary
Road to State Machines Part III - But How Do We Represent the Entire Lifecycle as One Behavioral Contract?
Our operations now reject invalid changes. capture_payment() requires a valid created order and a...
Source: DEV Community
TutorialsOrdinary
MicroVMs at the Edge: What Netlify's Firecracker Migration Actually Changed
Netlify says its Edge Functions now handle about a billion invocations each day. That makes a small amount of per-request overhead expensive twice: users feel i
Source: DEV Community
TutorialsOrdinary
Always-on agents arrived this week. Here's the gate for what they read.
Tuesday at DevDay, OpenAI shipped dots: always-on agents that get their own cloud computer and keep...
Source: DEV Community · OpenAI
TutorialsOrdinary
Self-hosted Langfuse: tracing 7% of my AI agents, and ClickHouse logging itself
Self-hosted Langfuse was tracing only 7% of my AI agents' calls, and ClickHouse held 6 GiB of its own logs next to 2.2 MiB of traces. How I fixed both.
Source: DEV Community
TutorialsOrdinary
"Push, PR, merge." Two minutes later: "Stop. I'm not opening a PR to myself."
On September 9 at 07:21 I typed four words to an agent: push, PR, merge. At 07:23 I interrupted it:...
Source: DEV Community
TutorialsOrdinary
Xiaomi AI training, live: what the MiMo 2.6 RL dashboard shows
Xiaomi AI is training MiMo 2.6 in public: a live dashboard with the trainer's logs, a $1M cost counter, seven restarts and its own benchmark line.
Source: DEV Community
TutorialsOrdinary
My laptop AI got 0 of 88 contest deadlines right. Sanity got it to 70. Time tools got it to 87.
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real...
Source: DEV Community
TutorialsOrdinary
Why I’m Building More Local-First Software
Why I’m Building More Local-First Software Modern applications often follow the same...
Source: DEV Community