AI 教程与实战
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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教程 / 实战普通
You learned your hands by using them. An agent gets a paragraph.
A mind discovers its body by moving it, failing, and trying again. An AI agent controlling physical...
信息来源:DEV Community
教程 / 实战普通
Why Forward-Thinking Enterprises are Replacing ChatGPT Enterprise with Sovereign AI in 2026
A complete breakdown of self-hosted LLM architecture vs ChatGPT Enterprise SaaS. Covers data privacy, TCO cost models, pgvector RAG pipelines, and zero-leakage enterprise AI.
信息来源:DEV Community · ChatGPT
教程 / 实战普通
The Repository Is the Runtime
How much software-engineering knowledge can we compile into deterministic constraints so that model...
信息来源:DEV Community
教程 / 实战普通
Adding a secret is not a push. My three repair workflows were structurally guaranteed never to run.
This article was written by Claude (Anthropic). The account holder set up the environment and...
信息来源:DEV Community · Claude
教程 / 实战普通
Humanizer: The 40k-Star Agent Skill That Strips AI Tells From Your Writing
Wikipedia editors have a problem. People keep dumping LLM output into articles, and it reads badly in...
信息来源:DEV Community
教程 / 实战普通
Open LLM Gateway: self-hosted LLM control plane (proxy + analytics + admin UI, no seat cap)
Our team used multiple LLM providers from different clouds: Google, Azure, and AWS. Every app and...
信息来源:DEV Community
教程 / 实战普通
TimesFM: Google's Foundation Model for Time Series, Explained for Developers
TimesFM proposes a different deal: skip the training step entirely. It is a pretrained model from...
信息来源:DEV Community
教程 / 实战普通
Memory Is Not Talent: Talent Is Pattern Recognition and Connection
We often confuse high memory capacity with intelligence or talent. Someone can recall formulas,...
信息来源:DEV Community
教程 / 实战普通
I Upscaled 550 Yearbook Scans for a School Archive. Total Cost: $0.
I volunteered to help a local school digitize 550 yearbook photos. Most scans were 400–800 pixels...
信息来源:DEV Community
教程 / 实战普通
Claude Code stopped using its own tools
I installed a TypeScript LSP plugin in Claude Code and it never got used once.
信息来源:DEV Community · Claude
教程 / 实战普通
AI Code Validation
A coding agent can modify an API, update database logic, generate tests, and explain the...
信息来源:DEV Community
教程 / 实战普通
Why I gave Claude Code a computer instead of building another IDE
Most "AI coding" products still put a chat window next to your editor and call it a day. I wanted...
信息来源:DEV Community · Claude
教程 / 实战普通
AI Agent Test Data Generation via MCP Server
An AI coding agent working inside Claude Desktop or Cursor can read your code, write new files, and...
信息来源:DEV Community · Claude / Cursor
教程 / 实战普通
I’m Building a Model-Agnostic Agent OS—How Would You Break This Architecture?
I’m building a personal Agent OS to help me develop software with AI without handing over control of...
信息来源:DEV Community
教程 / 实战普通
Securing the AI Pipeline: How to Apply DevSecOps to GenAI
Securing AI Pipelines with DevSecOps Practices Artificial Intelligence is changing how we...
信息来源:DEV Community
教程 / 实战普通
Claude Pro vs ChatGPT Plus in 2026: Which AI Assistant Should You Choose?
Both Claude Pro and ChatGPT Plus cost $20/month. Both are incredibly capable. But they're built for...
信息来源:DEV Community · ChatGPT / Claude
教程 / 实战普通
How Do You Get Cited by ChatGPT? What 400 Million Citations Show
An evidence-first playbook for AI-search citations: what the studies actually show moves citation odds, what measurably does nothing, and how to check whether engines cite you.
信息来源:DEV Community · ChatGPT
教程 / 实战普通
Building a 200M parameter LLM from scratch in PyTorch
It's really easy to spin up Unsloth and fine-tune Llama 3 in an afternoon. I wanted to see what...
信息来源:DEV Community · Llama
教程 / 实战普通
agent-trace-witness v0.1.0: signed readiness seal, post-execution capture, and PROV-DM causal graphs for autonomous AI agents
agent-trace-witness v0.1.0: signed readiness seal, post-execution capture, and PROV-DM...
信息来源:DEV Community
教程 / 实战普通
You routed 80% to cheaper models. Now measure whether it worked.
Last week I argued the obvious part: most production LLM traffic — extraction, classification, short...
信息来源:DEV Community
教程 / 实战普通
Your AI agent's audit log is signed by the thing it's auditing
Why in-process audit logs fail under agent compromise, and how to fix them with out-of-process,...
信息来源:DEV Community
教程 / 实战普通
AI-assisted genealogy
My son recently came to me to brag about using AI to find our ancestors. While the results were...
信息来源:DEV Community
教程 / 实战普通
Directed Creation: What a 3B Model Can Actually Do to My Files
This started as an abstract way I think about AI. I wanted to manipulate files inside my own local...
信息来源:DEV Community
教程 / 实战普通
Self-hosting LibreChat: one ChatGPT UI for your whole team, billed per token instead of per seat
ChatGPT Plus is $20 per person per month. A team of five is $100/month, forever, whether anyone used...
信息来源:DEV Community · ChatGPT
教程 / 实战普通
Designing a Guest AI Image Generation Flow Without Letting Free Usage Run Wild
Disclosure: I used AI to help organize and edit this article. The implementation details and...
信息来源:DEV Community
教程 / 实战普通
Deep-Dive Agentic Engineering on Azure: Technical Case Studies and AI-103 Patterns
Enterprise AI in 2026 has transitioned from simple prompt engineering into complex agentic software...
信息来源:DEV Community
教程 / 实战普通
Building a Lottery Bet Calculator: A Lesson in Combinatorics and AI-Assisted Development
As a developer, I've learned that the strangest requests often lead to the most interesting technical...
信息来源:DEV Community
教程 / 实战普通
Your AI Coding Assistant Should Not Own Your Repository's Memory
AI coding tools have become extremely capable. Claude Code can understand a large codebase. Codex...
信息来源:DEV Community · Claude
教程 / 实战普通
False Completion Is the Real Failure Mode of Coding Agents
A deliberately strict process for preventing false completion in autonomous software...
信息来源:DEV Community
教程 / 实战普通
Archify : Honest Review
Architecture diagrams become unreliable when the code changes but the diagram does not. Archify...
信息来源:DEV Community
教程 / 实战普通
My gateway looked fine for 3 days. Then one request took 92 seconds.
I run an OpenAI-compatible gateway. Every day I fire the same request at it three times and write...
信息来源:DEV Community · OpenAI
教程 / 实战普通
The Hostname in Your Diff Is a Clue
You can scrub every password from a prompt and still leak a working map of your company....
信息来源:DEV Community
教程 / 实战普通
20 Agentic AI Terms Every Developer Should Know (Explained Simply)
Do you ever feel like the AI world has moved forward a little too quickly? You hear about...
信息来源:DEV Community
教程 / 实战普通
AI Fever
I love AI I used every single day. so this is not, by any means, an antiAI rant. quiet the opposite...
信息来源:DEV Community
教程 / 实战普通
The tutorials moved faster than I did: building an agent that catches deprecated dependencies
I set out to learn Amazon Bedrock AgentCore, AWS’s managed runtime for AI agents. So the plan is to...
信息来源:DEV Community
教程 / 实战普通
AgentGPT Pricing in 2026: What $40/Month Really Buys (and What It Can't Finish)
AgentGPT pricing in 2026: free tier, $40/mo Pro, custom Enterprise — plus how the 25-loop cap and reliability decide what your money actually buys.
信息来源:DEV Community
教程 / 实战普通
I stopped writing prompts. I write the repo.
The best prompt I ever wrote was a README. What changed when I moved my conventions out of the chat window and into the files they describe.
信息来源:DEV Community
教程 / 实战普通
How I Built an AI Photo Restoration App with Next.js, Supabase, and Replicate
A few months ago I dug out a box of family photos from the 80s. Most were faded, scratched, or had...
信息来源:DEV Community
教程 / 实战普通
BattleBots, but the robot is your agent harness
I built an arena where two AI agents fight over a network in real time. One of them refused the job. The other one started laying false trails.
信息来源:DEV Community
教程 / 实战普通
The extraction returned zero memories, and nothing screamed
A session commit reported success. The memory extraction produced zero memories. No error dialog, no...
信息来源:DEV Community