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
Ollama vs vLLM for Concurrent Inference: How to Choose the Right Server
Choosing between Ollama and vLLM is not simply a matter of asking: Which inference engine is...
信息来源:DEV Community · Ollama
教程 / 实战普通
CPU Steal Time Explained: What %st Really Means on a Virtual Machine
CPU steal time is one of those Linux metrics that looks simple until you actually need to diagnose a...
信息来源:DEV Community
教程 / 实战普通
AI Is Taking Our Coding Skills. Maybe That’s Not the Same as Taking Our Value.
I think a lot of engineers are quietly wondering the same thing right now. “If AI can write the...
信息来源:DEV Community
教程 / 实战普通
AI is Burning Billions. Who Gets the Bill?
AI is Burning Billions. Who Gets the Bill? One company's capital expenditure is another...
信息来源:DEV Community
教程 / 实战普通
When Agentic Workloads Break the PaaS Assumptions
This series started with a map and grew into seven pieces. Five layers came first: compute, where...
信息来源:DEV Community
教程 / 实战普通
Why Most AI Agents Fail in Production: 10 Architecture Mistakes Engineers Make
Most AI agents don't fail because the model is stupid. They fail because engineers treat an agent...
信息来源:DEV Community
教程 / 实战普通
NEES Core Engine V2 — A Runtime Governance Layer for AI Applications
Most AI applications today follow a simple path: User → Application → LLM → Response / Tool...
信息来源:DEV Community
教程 / 实战普通
Forensic Receipts: From Trusted to Proven
Part 6 of the Building the AI Memory Stack series At the end of the last article, I left one...
信息来源:DEV Community
教程 / 实战普通
Architecting Practice-Centric Local-Edge Medical AI under Extreme Hardware Constraints
“The stone which the builders rejected, the same is become the head of the corner...” — Matthew...
信息来源:DEV Community
教程 / 实战普通
“I’m not excited by what AI can do. I’m excited by what I can do.” AI and security takeaways from ContainerDays Hamburg
I spent three days at ContainerDays Hamburg 2026 at Schuppen 52, speaking, listening, and taking too...
信息来源:DEV Community
教程 / 实战普通
Don't Ask a Model to Narrate Itself: How I Actually Extracted a Method From Fable5
The first time I wanted to "learn how Fable5 thinks," I did the obvious thing: I asked it directly....
信息来源:DEV Community
教程 / 实战普通
Your agent's memory is a liability: track state, not history
There is a French draft in one of my test apps that I keep like a fossil. Article 96924661: a title,...
信息来源:DEV Community
教程 / 实战普通
I Spent $5 on OpenRouter While Building AI Features for an NGO App
I've been working on the PSS website for quite some time, and recently a lot of my work went into its...
信息来源:DEV Community
教程 / 实战普通
Dogfood 2026: Build the Platform That Will Judge You
Most hackathons ask you to build whatever you want. Dogfood 2026 does the opposite. Everyone builds...
信息来源:DEV Community
教程 / 实战普通
Best AI Agent Memory in 2026: A Decision Map, Not a Ranking
Disclosure up front: Mnemoverse publishes this post, and Mnemoverse is one of the seven tools on it,...
信息来源:DEV Community
教程 / 实战普通
How to Become a 10x Engineer and Stay Safe in the Age of AI Layoffs
There is a strange contradiction happening in software engineering right now. A lot of developers are...
信息来源:DEV Community
教程 / 实战普通
I tested Google's TimesFM-3: the zero-shot claim holds, the new features don't
Originally published at han-co.com · Part of the "Review" strand of my Credit & Finance Data...
信息来源:DEV Community
教程 / 实战普通
How to Build a Good Human-in-the-Loop for AI Financial Transactions
A good human in the loop for AI payments is not a person clicking "approve" on every transfer the agent proposes. It is a structure that grades each…
信息来源:DEV Community
教程 / 实战普通
The Hidden Token Tax on Long AI-Agent Jobs
Practical token savings for AI agents that handle research, planning, and extended business...
信息来源:DEV Community
教程 / 实战普通
Attention Is All You Need Has Five Fake Twins on Crossref
Query Crossref for "Attention Is All You Need," the 2017 Vaswani et al. paper that introduced the...
信息来源:DEV Community
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