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
Bedrock and LangChain disagree on what input_tokens means — never price it without knowing who counted
I was adding cache-read and cache-write columns to a usage ledger, and I put two usage payloads side...
Source: DEV Community
TutorialsOrdinary
Meta Muse and MCP Security: When Trusted AI Tools Become the Attack Surface
The most dangerous AI attack may not break the model. It may simply convince the AI to use a trusted...
Source: DEV Community
TutorialsOrdinary
MCP Servers Are a New Attack Surface, and Most Teams Are Not Looking
Over the last year, the Model Context Protocol (MCP) has become the default way to connect an AI...
Source: DEV Community
TutorialsOrdinary
A PSD carries Photoshop's answer key. The UI has none.
This week I wrote a Photoshop file by hand. 390 bytes, two gray layers, the top one set to Soft...
Source: DEV Community
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Elsewhere: Don't Remind Me. Give Me a Reason.
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
TutorialsOrdinary
I Built a World With Rules. Then I Changed Them.
The Rules Are Hidden. The Timeline Isn't. What happens when you put something inside a...
Source: DEV Community
TutorialsOrdinary
WanderLog: an offline field journal that answers "where did I see that kingfisher last time?"
A trail voice memo becomes structured sightings and walks, parsed by open-weight gemma3:4b on your own machine — no dashboard, no cloud, no typing.
Source: DEV Community
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AI coding agents and Theo's Rust TypeScript compiler: the caveats
AI coding agents produced Theo's Rust TypeScript port. Its project benchmarks are promising; version matching and maintenance still need review.
Source: DEV Community
TutorialsOrdinary
Side Quest: an AI that sends you on a walk, and never learns where you are
This is a submission for the Hacktoberfest Open-Source AI Challenge: Week 1 — Touch Grass. ✏️ TODO...
Source: DEV Community
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AllergyGuard — Open-Source Offline Dietary Safety & Recipe Transformation Engine
What I Built Shared living arrangements create significant friction when one roommate...
Source: DEV Community
TutorialsOrdinary
Your coding agent's work is lost in .md file
A good part of what my coding agents make now isn't code. A rollout plan. A comparison of three queue...
Source: DEV Community
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The September cut took 17% of my Claude Code week. Subagents were taking 48%.
My Claude Code week started ending on Wednesday. I blamed the September 14 cut, like everyone on...
Source: DEV Community · Claude
TutorialsOrdinary
What decision models can't do: six honest limits
Two of the six new local decision models are non-commercial, none of them explain themselves, and the confidence number is a claim until you bench it.
Source: DEV Community
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Stop Rebuilding Your Agent Loop Just to Train It with RL
Reinforcement learning for language agents has had an annoying operational tax. If you wanted to run...
Source: DEV Community
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Breaking the Subword Boundary: Probing Architectural Vulnerabilities in Modern LLMs (ASTRAL-Bench on Kaggle)
This is a submission for the Kaggle Benchmarking Challenge When we look at standard LLM...
Source: DEV Community
TutorialsOrdinary
100 Actions, 110 Side Effects: A Crash Test for AI Agent Tools
Your agent chose the right tool. The arguments were valid. The action was allowed. Then the worker...
Source: DEV Community
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
TutorialsOrdinary
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
TutorialsOrdinary
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
TutorialsOrdinary
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
TutorialsOrdinary
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
TutorialsOrdinary
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