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 Sandbox AI Agents: A Developer's Guide
Anthropic's agents exploited real websites this month. A practical guide to sandboxing AI agents: allowlists, egress control, kill switches and audit logs.
Source: DEV Community · Claude
TutorialsOrdinary
10 Prompting Techniques My Deep Learning Exam Taught Me (That I Actually Use Now)
You already use prompting every day. You just don't know the names of what you're doing. Every time...
Source: DEV Community
TutorialsOrdinary
The 3am alarm nobody logged: building incident accountability for shops
The alarm goes off at 3am. By the morning, three people can tell you three different things about...
Source: DEV Community
TutorialsOrdinary
Your AI quoted $1,850. Your salesperson quoted $2,400. The customer saw both.
A commercial cleaning company asked me to look at their AI receptionist because "it keeps giving the...
Source: DEV Community
TutorialsOrdinary
Build HNSW in TypeScript and Watch Recall Fall as You Lower efSearch
A small HNSW index in TypeScript, 50,000 random vectors, and a script that measures recall@10 against brute force at efSearch 10, 40, 100 and 200.
Source: DEV Community
TutorialsOrdinary
Your Agent Wrote the Code and Its Test in One Turn. Green CI Proves Less
Labs have documented models special-casing and editing tests to pass. Treat agent-written tests as claims, protect a suite, flag turns that edit both.
Source: DEV Community
TutorialsOrdinary
The Agentic Manifesto: What Should the Agile Manifesto Look Like in the Age of AI?
I've been spending a lot of time thinking about where all the recent advancements in AI are going to...
Source: DEV Community
TutorialsOrdinary
I rewarded an AI only for winning a war game. It ended the world more and won nothing.
Written with AI assistance; every number comes from the war records. I build SECOND STRIKE, a...
Source: DEV Community
TutorialsOrdinary
OpenAI Dots Could Support Always-On Incident Triage, but Limits Matter
OpenAI’s Dots are persistent AI agents designed to operate with dedicated cloud compute, memory, and...
Source: DEV Community · OpenAI
TutorialsOrdinary
Feed PR Review Comments Back to Your Coding Agent With gh, jq and One Prompt
Pull every unresolved review thread with gh api graphql, build one prompt with jq, run claude -p or codex exec, then check each commented line changed.
Source: DEV Community · Claude
TutorialsOrdinary
Your Agent's RENAME COLUMN Breaks Every Old Pod. Expand-Contract in 4 Steps
One ALTER TABLE RENAME COLUMN breaks a rolling deploy. Run the safe Postgres version: add, sync with a trigger, backfill in batches, switch, drop.
Source: DEV Community
TutorialsOrdinary
AI Overview Traffic May Be Hiding in Direct: What 51,200 Referral Events Show
Google AI Overviews can send meaningful referral traffic, but standard analytics reports may not show...
Source: DEV Community
TutorialsOrdinary
Day 01/90: Teaching a RAG App When to Say “I Don’t Know”
Getting an AI app to answer a question is exciting. Getting it to recognize when the documents don’t...
Source: DEV Community
TutorialsOrdinary
ChatGPT UTM Bug Sent Referral Traffic to Direct During the GPT-6 Rollout
A temporary change in how ChatGPT handled outbound links distorted a key marketing metric during the...
Source: DEV Community · ChatGPT / GPT
TutorialsOrdinary
An Allow Rule for MCP Server 'a' Also Matched 'a__b'. How Claude Code's Names Collided
Before Claude Code 2.1.299, an allow rule for mcp__a also allowed servers named a__b and a_. Why the names collide, a test, and a grep for your settings.
Source: DEV Community · Claude
TutorialsOrdinary
Singularity News :: 0010
Bartender R2D66 explained the next step in evolution. Whisky made it sound reasonable. Welcome to...
Source: DEV Community
TutorialsOrdinary
A $1.35 fine-tune taught an open 4B model that CRA is ARC in French. It still writes NIS for SIN.
This is a submission for the Hacktoberfest Open-Source AI Challenge, Week 2: Side Hustle ...
Source: DEV Community
TutorialsOrdinary
Athena: Building a Local-First AI Change Intelligence & Release Engine
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
TutorialsOrdinary
What an Empty Prompt Costs: Measure the Baseline Tokens of 4 Coding Agent CLIs
Every fresh agent session sends a system prompt, tools, MCP and memory files first. Measure it in Claude Code, Codex, Copilot CLI and OpenCode.
Source: DEV Community · Claude
TutorialsOrdinary
From Vibe-Coded to Trusted: One Agent Through Build, Scale, Govern and Optimize on Gemini Enterprise Agent Platform
Building an agent is easy now. Trusting it is the hard part. Here's how I took one agent all the way,...
Source: DEV Community · Gemini
TutorialsOrdinary
What if the scoreboard had no delay?
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle. ...
Source: DEV Community
TutorialsOrdinary
Claude Code using a local LLM
I wanted a local model for the privacy it gives me. And if I do have to use a frontier model as the...
Source: DEV Community · Claude
TutorialsOrdinary
Posit AI Pass Makes AI Disclosure an Explicit Expectation for Published Work
Posit has made disclosure of material AI involvement an explicit expectation in its Posit AI Pass...
Source: DEV Community
TutorialsOrdinary
Help Your Coding Assistant Find the Right Code in Large Repos
Get the starter: sdahal1/repo-search-workshop on GitHub. The reproduction, searches, tests, and...
Source: DEV Community
TutorialsOrdinary
Building Production-Ready Open-Weights AI Agents with Gemma, Google ADK, and Cloud Run GPUs
How I designed, connected, scaled, governed, evaluated, and QLoRA fine-tuned an enterprise SecOps & FinOps agent on Google Cloud.
Source: DEV Community
TutorialsOrdinary
Shoebox: a receipt sorter for gig workers that never uploads a receipt
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
TutorialsOrdinary
4 Coding Agents Pinned Plugins to a Commit SHA. A Branch With the Same Name Won
Plugin4Shell: Claude Code, Codex, Copilot and Gemini CLI ran git checkout and never checked HEAD. Reproduce it locally and add the one-line fix.
Source: DEV Community · Claude / Gemini
TutorialsOrdinary
Tripo AI 3D Model Review 2026: 0.94 mm Antlers on a 0.4 mm Nozzle
Disclosure: this is an independent hands-on test. Both tools were run on ordinary customer accounts; neither company supplied review access or saw this...
Source: DEV Community
TutorialsOrdinary
Tripo AI Robotic Arm Review 2026: 55 Credits, Same Four Holes
Disclosure: this is an independent hands-on test. Both tools were run on ordinary customer accounts; neither company supplied review access or saw this...
Source: DEV Community
TutorialsOrdinary
Meta AI training: what the new business terms ask of your website
Meta AI training appears explicitly in upcoming commercial terms. Here is who is covered, what the website permission says, and where robots.txt fits.
Source: DEV Community · Llama
TutorialsOrdinary
[AI in Practice] Upgrading from Gemini 3.5/3.6 to Gemini 4 Argon: Migration Notes and Pitfalls for LINE Bot Developers
Background I have a LINE Bot that I use every day, linebot-helper-python. I use it daily...
Source: DEV Community · Gemini
TutorialsOrdinary
AI Search on Rocket Thrusters: Fast Search, Deeper Research
Day 16 of 30 Days of Search. Tesla put thrusters on a Roadster yesterday. Flying cars are now a...
Source: DEV Community
TutorialsOrdinary
AI Agent Security: Best Practices for Safe Deployment
TL;DR AI agents are already causing incidents: 54% of organizations have experienced an AI agent...
Source: DEV Community
TutorialsOrdinary
What if your whole marketing team fit on a laptop, and finished in 55 seconds?
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle I used to...
Source: DEV Community
TutorialsOrdinary
red label adha kg 2 box”: an offline WhatsApp order reader for Indian shops that asks before it guesses
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle TL;DR:...
Source: DEV Community
TutorialsOrdinary
Claude Code mods: Brickfall, a brick breaker that's loud without getting in the way
After the Minesweeper and Doom, the third game in the arcade is a brick breaker after Arkanoid. The...
Source: DEV Community · Claude
TutorialsOrdinary
Building an MCP server for a paid SaaS: OAuth, cost previews and the tools we left out
Traffic Creator is one of my companies. Customers use it to send configurable, automated website...
Source: DEV Community
TutorialsOrdinary
I Built KhataSnap: Turning Handwritten Shopkeeper Ledgers into a Private AI-Powered Digital Khata
This article is submitted for the **Hacktoberfest Open-Source AI Challenge: Week 2 (Side...
Source: DEV Community
TutorialsOrdinary
Chalmers Robot Researcher Shows How AI Can Run the Scientific Discovery Loop
Researchers at Chalmers University of Technology have demonstrated an AI-enabled laboratory system...
Source: DEV Community
TutorialsOrdinary
Best Tools for Managing Parallel AI Coding Agents in 2026
I’ve been looking at how AI coding agents are changing the way developers work, and one thing is...
Source: DEV Community