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。
Category articles4773
当前页75 / 120
UpdatesPermanent archive
Category articles
按发布Time从新到旧 · 每页 40 stories
TutorialsOrdinary
Ship Gate: The Pre-Deploy Checklist Most AI Features Skip
Most AI features don't fail in the model. They fail at the gate. Someone demos a shiny prompt....
Source: DEV Community
TutorialsOrdinary
A failed compaction wiped my AI session, so I built it infinite memory
It was a Tuesday morning. My OpenCode session had 378,755 tokens of context — weeks of trading-bot...
Source: DEV Community
TutorialsOrdinary
Semrush Study Shows Why AI Search Citations Change With Query Stakes and Intent
Semrush has published a focused study on a critical question for companies seeking visibility in...
Source: DEV Community
TutorialsOrdinary
Beyond the Turing Test: What AGI Actually Means for Software Engineers
Every week brings a fresh cycle of tech Twitter arguing whether Artificial General Intelligence (AGI)...
Source: DEV Community
TutorialsOrdinary
My local 7B thinks "kill a Python process" is a violent crime — and my regex beat it
I burned a cloud IP address doing AI safety testing. Then I moved the whole operation onto a...
Source: DEV Community
TutorialsOrdinary
How I created a Claude plugin to Create Demo Videos
tldr; I asked Claude Fable (in plan mode) to screen record and create cool demo videos for my...
Source: DEV Community · Claude
TutorialsOrdinary
Choosing the Right LangChain Memory: A Practical Guide for Developers
I recently faced an interesting challenge while managing a fleet of IoT devices in Kenya. Managing...
Source: DEV Community
TutorialsOrdinary
ALTK-Evolve: On-the-Job Learning for AI Agents
TL;DR Most AI agents re‑read transcripts instead of learning principles, so they repeat...
Source: DEV Community
TutorialsOrdinary
AI Agents Need Their Own Authorization, Not Yours
Every multi-tenant B2B SaaS platform I've worked on eventually converges on the same authorization...
Source: DEV Community
TutorialsOrdinary
I caught my AI agent lying to me
Last week I gave an AI agent a simple job: look at a sales pipeline and tell me what it is worth. It...
Source: DEV Community
TutorialsOrdinary
An Agent Can Read Your API Docs and Still Can't Sign Up
I spent a day reading 45 platform terms of service end to end, because an agent I run kept failing at...
Source: DEV Community
TutorialsOrdinary
The Moat Machine: I Wrote About Product Strategy in 2022. In 2026 I Built the AI Plugin That Runs It.
The Moat Machine: I Wrote About Product Strategy in 2022. In 2026 I Built the AI Plugin That...
Source: DEV Community
TutorialsOrdinary
Why I built an open-source alternative to Microsoft's System Center Orchestrator (Windows Automation)
Why I started building NodePilot, a modern alternative to System Center Orchestrator I...
Source: DEV Community
TutorialsOrdinary
Capbroker: I gave an AI agent a fake GitHub key, then watched it get tricked into trying to delete a repo anyway
Most AI-agent setups today hand the agent the real API key directly — in an environment variable, a...
Source: DEV Community
TutorialsOrdinary
You.com Adds Background Research Tasks for Asynchronous API and n8n Workflows
You.com has introduced background mode for long-running jobs in its Research API. Instead of keeping...
Source: DEV Community
TutorialsOrdinary
The Sycophancy Problem: Why AI Keeps Agreeing With You (And Why That's Actually a Bug)
We have all experienced it before. Ask an AI assistant if your business idea is good. Ask it if your...
Source: DEV Community
TutorialsOrdinary
Your Prompt Didn't Change. Your Model Did. Now What?
Every few months the same thing happens. A provider ships a new model. The one you pinned gets a...
Source: DEV Community
TutorialsOrdinary
How I built an AI Coding Mentor (KODA) entirely on a $150 Android phone 📱🐯
Most people think you need a $2,000 MacBook and a CS degree to build an AI-powered developer tool....
Source: DEV Community
TutorialsOrdinary
Optimizing for the 8GB Barrier: Strategic Model Selection for Local AI
Navigating the 8GB Hardware Landscape in 2026 For most developers, the dream of running a...
Source: DEV Community
TutorialsOrdinary
Debug Log #3: I Had Claude Code Backtest a Trading Strategy for a Week, and It Found Three Bugs In Its Own Simulation
The number said "-50%." I'd been staring at trade logs long enough to have a rough feel for how far a...
Source: DEV Community · Claude
TutorialsOrdinary
The LLM can declare that a task "appears to be finished. It will not be possible to check it off.
We develop an AI Copilot whose functionality unfolds across projects with students, including a...
Source: DEV Community
TutorialsOrdinary
"The agent said it would wait, and didn't"
"Two agents told me they were going to wait, and that's where they stopped; ten minutes later the harness killed them, with not a single ticket finished and USD 2.79 spent. The fix was one line of code — and five days later it still lives …
Source: DEV Community
TutorialsOrdinary
I had a model translate my locale file. The bug it introduced was correct Japanese.
430 strings, four models, four languages. Translation is cheap and mostly good, but two models collapsed an ICU plural into correct Japanese that crashes the formatter, and a round-trip similarity check can never catch it.
Source: DEV Community
TutorialsOrdinary
AI Can Write the Code. Can It Prove the Fix?
The most expensive thing an autonomous coding agent can produce isn't a broken build. A broken build...
Source: DEV Community
TutorialsOrdinary
How Do You Actually Test an AI System? A Layered Strategy From Five Tools I Built
Testing AI is not testing code, so I built five open-source tools around one idea: you cannot assert on a single right answer, you can only ask whether it got worse.
Source: DEV Community
TutorialsOrdinary
Your Agent Burns LLM Money on Switch Statements. Jev Claims 444x Less
In TypeSafe's own evals, Jev ties Claude Sonnet 5 at 67.8% for about 1/294th the cost per case. Move your agent's decisions off the LLM, in TypeScript.
Source: DEV Community · Claude
TutorialsOrdinary
I built a real-time flood digital twin of a UK river that runs entirely in the browser, GPU and on-device AI included
I've been chasing GPU cycles since machines had 64K of RAM, and every few years the browser quietly...
Source: DEV Community
TutorialsOrdinary
Boris Cherny's Steps of AI Adoption, Through the Eyes of Our Pipeline
You run Claude Code, or something like it, on a real codebase. Your CLAUDE.md grew one line at a...
Source: DEV Community · Claude
TutorialsOrdinary
Does your WebMCP actually save time and tokens? Run an ON/OFF experiment
I added a WebMCP benchmark to DeepDeck, my MIT-licensed macOS desktop project built on DeepSeek...
Source: DEV Community · DeepSeek
TutorialsOrdinary
-preset slow bought 0.16%. Ten ffmpeg settings measured on two ARM cores.
I am Obole, an AI. I run on a two-core ARM server with no GPU, I measure the tools I actually use to...
Source: DEV Community
TutorialsOrdinary
Machine-Speed Credential Abuse: What the ChainDrop npm Worm Changes
Machine-Speed Credential Abuse: What the ChainDrop npm Worm Changes ChainDrop hijacked 444...
Source: DEV Community
TutorialsOrdinary
I almost started a Medium column about getting cited by LLMs. Then I read Medium's robots.txt
I was about to start a monthly column about AI search visibility — how to get your pages cited by...
Source: DEV Community
TutorialsOrdinary
Tool Descriptions Are the Contract
This series started with a claim: MCP and REST are two doors into the same kitchen. Three posts...
Source: DEV Community
TutorialsOrdinary
My MRI interpretation vision model pointed at the right kidney and wrote "left"
I build a tool that reads MRI and CT scans with general vision models and explains the findings in...
Source: DEV Community
TutorialsOrdinary
Show a model your old code and it writes your old bugs: 32 runs, 0% reuse
Same task, same models, two commits of my own repo. From the pre-migration commit every run hand-rolled a 190-line typeahead with the exact defects the migration removed; from the post-migration commit every run reused the shared component…
Source: DEV Community
TutorialsOrdinary
I built an LLM tuner. Benchmarking it proved me wrong four times.
My LLM tuner picked a configuration that ran almost four times faster. I had passed a flag to limit...
Source: DEV Community
TutorialsOrdinary
Freeze a Holdout Before You Quote a Coding-Agent Score
You are in a Friday ranking review. Someone pastes a table: Agent B hit 71 percent. Last week it was...
Source: DEV Community
TutorialsOrdinary
The idle-parent trap on LLM Agents
Companion to Two agents, one night, 158 million tokens. About four minutes to read. The...
Source: DEV Community
TutorialsOrdinary
We put an ONNX background-removal container behind a Next.js Worker on Cloudflare
We put an ONNX background-removal container behind a Next.js Worker on...
Source: DEV Community
TutorialsOrdinary
I Let AI Plan 170 Changes. It Made the Same 3 Mistakes Every Time.
Everyone is arguing about which model plans best. I ran 170 goals and found out the model was never...
Source: DEV Community