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
Spring AI vs LangChain4j in October 2026: Both Shipped Big. Here Is How to Pick.
On September 25, 2026, both of the serious Java options for building AI applications shipped releases...
Source: DEV Community
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CodeSmith Context Engineering: Append-Only Conversation History for Agents
Context Engineering: A Conversation History That Never Gets Rewritten Source version of...
Source: DEV Community
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Dev Tool GTM, Done Agentically
I'm Founding Technical GTM at Tabstack. I run GTM with a stack of agents and tools, and I stay in...
Source: DEV Community
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Codex Pricing in 2026: Every Plan, Usage Limit and Credit Rate, Explained
Codex pricing is not one number: Codex is bundled into ChatGPT Free, Go, Plus, Pro, Business and Enterprise, each with its own usage allowance, and...
Source: DEV Community · ChatGPT
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Building Resilient LLM Function Calling in Node.js: Circuit Breakers, Fallbacks, and Schema Validation
Function calling (a.k.a. tool use) is what turns an LLM from a text generator into something that can...
Source: DEV Community
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TrustBoundary Bench: when JSON formatting masquerades as an AI security failure
This is a submission for the Kaggle Benchmarking Challenge. What I Benchmarked Can an AI...
Source: DEV Community
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Acoustic Atlas: An Offline Open-Weight Model That Finds the Best-Sounding Places to Touch Grass
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
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EventSource can't POST. Your LLM stream needs it to.
You want to stream a chat completion. The response is a text/event-stream, so the browser's built-in...
Source: DEV Community
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Cloudflare AI Bot Controls Can Affect Googlebot: What Website Owners Need to Check
Cloudflare has clarified that its AI traffic controls can affect more than specialist AI crawlers....
Source: DEV Community
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A Game That Replaces Doomscrolling, Powered by Local AI (Ollama)
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community · Ollama
TutorialsOrdinary
Human-in-the-Loop
Should Agentic AI be in complete control of my codebase?
Source: DEV Community
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How I Broke 37 Circular Imports in a Python Codebase With Claude Code
TL;DR I had a ~180k-line Python service with 37 circular import chains, held together by...
Source: DEV Community · Claude
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What My AI Broke This Week #1: Nothing. It Was Me, Three Times
This week the agent broke nothing. I broke three things, and it spent the week politely proving...
Source: DEV Community
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How to Protect Local Credentials from a Coding Agent with Agent Guard
ou have a local project that a coding agent needs to work on, and the same Mac also holds the AWS...
Source: DEV Community
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5 Best AI-Native API Platforms for Developers in 2026
APIs have always been an important part of software development. But in 2026, they are becoming even...
Source: DEV Community
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I asked 63 models the same 76 questions, with and without web search
The 2026 standard deduction for a single filer is $16,100. I asked 63 models what it was. Asked from...
Source: DEV Community
TutorialsOrdinary
grasscast: a "should I go outside?" forecast that learns your taste from a few dozen outings (TabPFN + Temporal)
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
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Teaching AI Security: Hands-On LLM Hardening with Docker Desktop and Security Gateways
A complete guide to teaching AI security on student laptops with zero API costs using Docker, Ollama,...
Source: DEV Community · Ollama
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Same bug, two IDs: an open RL dataset shares 15% of CyberGym's bugs, and a plain ID join misses 38% of them
Open RL environments are great for research. They also open another route for benchmark overlap. Here...
Source: DEV Community
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I Tested Whether Frontier AI Can Do a Texas Real Estate Agent's Desk Work — Here's What 3 Models Taught Me (and What the 4th Taught Me About Benchmarks)
I'm a Texas real estate agent (eXp Realty). I spend my mornings doing desk work that has to be...
Source: DEV Community
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Local LLM on a Laptop: 7 Surprising Speed Facts
Published: 2026-10-03 Table of contents What a local LLM actually is Why run a model on...
Source: DEV Community
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Chrome DevTools MCP for Claude Code: Let It Read the Console, Network, and Performance (2-Minute Setup)
Stop being the copy-paste middleman between DevTools and Claude Code. The official Chrome DevTools MCP lets the agent read console errors, network req
Source: DEV Community · Claude
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IRL Quest — AI That Gives You a Reason to Put Your Phone Down 🌿
IRL Quest 🌿 AI that gives you a reason to put your phone down. Built for the Hacktoberfest...
Source: DEV Community
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Group chat orchestration: the pattern that works beautifully until it doesn't
I once watched a group chat of eleven agents spend forty minutes debating whether a research summary...
Source: DEV Community
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We migrated 70,000 tests from Jest to Vitest. Yes, in 2 months
YOU got it right. We migrated 70,000 tests (reads: 70 thousand) from Jest to Vitest. The logical...
Source: DEV Community
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My agent met the real web. 403s, challenges, and the coming tollbooth.
200 real URLs, one vanilla agent, zero challenge solving — 82.5% readable, 72 hosts blocking every AI crawler, zero x402 yet, and one site running a declared paywall with the gate up.
Source: DEV Community
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I run a one-person game studio on Claude Code. Two months, 7 games, about $1 in ad revenue.
15 subagents, one producer, and the rules I had to write after things went wrong.
Source: DEV Community · Claude
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GPT-2 is the transformer plus five decisions, and inference is a different program
Originally published at cchinchilla.dev. Part 6 of From code to weights, a 12-part series on ML...
Source: DEV Community · GPT
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EU AI Transparency Rules Take Effect in 2026: What Businesses Must Disclose
The EU AI Act will introduce new transparency duties for businesses that provide or deploy certain AI...
Source: DEV Community
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How We Remove Watermarks from Video Fast: Motion-Adaptive Frame Skipping + Temporal EMA
(and the bug that froze our masks — a regression story about wiring performance switches to product...
Source: DEV Community
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My AI memory bank grew to 240k tokens per session. Here is what I got wrong.
In December 2025 I shipped a small CLI called Context Bank. The idea was simple and, I still think,...
Source: DEV Community
TutorialsOrdinary
The AI Security Paradox: Why Old Laws Create Digital Enclosures
If you think AI cybersecurity is currently being handled by smart people with everything under...
Source: DEV Community
TutorialsOrdinary
TrailWhisper — The 100% Offline Nature Guide Built to Turn Off Your Screen
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
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How to build an AI agent that reads 10-K Risk Factors
Day 8 of 30 Days of Search. A company can report strong growth and still disclose risks that...
Source: DEV Community
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Building SortSense: A Local AI File Organizer Built in a Single Hack Day
Building SortSense: A Local AI File Organizer Built in a Single Hack Day hacktoberfest...
Source: DEV Community
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Stop describing UI to your AI agent in words. Point at it.
I built an MCP server that lets you click a layer on your running web page or Android app, drag it, and hand the exact element to Claude Code, Cursor or Codex.
Source: DEV Community · Claude / Cursor
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Freeze the Benchmark Card Before an Agent Score Ships
A coding-agent score is evidence only when the dataset, the metric, and the control surface are...
Source: DEV Community
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How Our Engineering Team Uses AI, Part II: Meat Proxies
Originally published on metalbear.com. In January we published How Our Engineering Team Uses AI. The...
Source: DEV Community
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Prompt Heist: a game where you talk your way past Gemma-powered guards (and learn how to defend AI apps)
What we built Prompt Heist is a browser game about prompt injection. You are the Cipher...
Source: DEV Community
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Building TrialBridge: An AI clinical trial matcher built in a single hack day
We, Team Latent, built TrialBridge during the Hacktoberfest Hack Day Coimbatore x (INIT Club &...
Source: DEV Community