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
When is an aggregate really anonymous? Differencing attacks on AI query layers
A sum is not anonymization. Whether a number over special-category personal data (Art. 9 GDPR) says...
信息来源:DEV Community
教程 / 实战普通
A 1,145-Star CLI Promised "Nothing Leaves Your Machine". It Executes a Hidden Payload at Import Time.
A 1,145-star dev tool that claimed to run entirely locally fetched and executed code at import time. The five static checks that now gate every repo I install for my coding agents - and where they still fail.
信息来源:DEV Community
教程 / 实战普通
An AI builds to the contract it can read, not the one you meant
AI Harness Engineering · Essay Four · derek wang (derekwang85) A century before anyone called...
信息来源:DEV Community
教程 / 实战普通
The Great Regulatory Illusion: Why Bureaucracy Will Break AI (And Why Open-Source Meritocracies Must Save It)
Imagine a world where training a model with too many parameters or open-sourcing weight files lands...
信息来源:DEV Community
教程 / 实战普通
A six-asset acceptance test for AI game art generators
Disclosure: I maintain FrameSprite, a browser-based AI game asset and sprite animation tool. This...
信息来源:DEV Community
教程 / 实战普通
Dev log #22 Tearing out the old: Deleting 3,800 lines of legacy p2p code
Hi, glad you found your way here. I'm Yash, a developer who contributes to open source, mostly p2p...
信息来源:DEV Community
教程 / 实战普通
Is AI Cheugy?
cheu·gy ˈchü-gē - cheugier; cheugiest. slang: uncool, unfashionable It's happened enough times...
信息来源:DEV Community
教程 / 实战普通
Building an MCP Server for Your Django App: What We Learned Doing It for Real
MCP — the Model Context Protocol — has gone from a niche Anthropic spec to something every AI-forward...
信息来源:DEV Community · Claude
教程 / 实战普通
A Working CLAUDE.md/AGENTS.md Template You Can Copy Today
If you've added a CLAUDE.md or AGENTS.md file to your repo and felt like your coding agent still...
信息来源:DEV Community · Claude
教程 / 实战普通
Securing WebMCP Tools
Building a security workbench for the tools agents call on the web The...
信息来源:DEV Community
教程 / 实战普通
When AI Agents Hammer tools/list: Building a Caching-Aware MCP Server (SEP-2549)
Part 2 of 2. Part 1 covered statelessness; here I tackle caching. Part 1 was about statelessness,...
信息来源:DEV Community
教程 / 实战普通
I Rebuilt Jev's Structure with Qwen (Not Its Capabilities)
Jev does not generate an answer string. It makes a typed decision in one forward pass. So,...
信息来源:DEV Community · Qwen
教程 / 实战普通
Your AI Agent Can Call APIs Now
Your AI Agent Can Call APIs Now. Who Is Checking What It Does? The real problem with agentic AI...
信息来源:DEV Community
教程 / 实战普通
Stage 5 of enterprise AI adoption: governance hardening
This is part 5 of a series that started with the full reference diagram in part 0, covered identity...
信息来源:DEV Community
教程 / 实战普通
A New Model Dropped. Don't Just Swap the ID.
The new model is out. The benchmarks look great. Your provider has already scheduled the sunset date...
信息来源:DEV Community
教程 / 实战普通
美企可低成本部署 Kimi K3,成本仅中国对手十分之一
Emad Mostaque 指出,Modal、Fireworks、Baseten 等美国公司凭借先进的 Nvidia 和 AMD 芯片,能以中国竞争对手十分之一的成本部署 Kimi K3。模型研发虽已大量转移至中国,但一旦针对 Nvidia Rubin 等下一代硬件优化,其运营成本有望再降 10 到 100 倍。
信息来源:X:Rohan Paul (@rohanpaul_ai) · Kimi / NVIDIA
教程 / 实战普通
Beyond the Veto: Implementing 'Conditional Approval' and Dynamic Risk Tuning in AI Trading Systems
Beyond the Veto: Implementing 'Conditional Approval' and Dynamic Risk Tuning in AI Trading...
信息来源:DEV Community
教程 / 实战普通
5 Coding Habits That Improved My Problem Solving in 2026 (In the AI Era)
AI can write code faster than ever. But there's a problem. Writing code and solving problems are...
信息来源:DEV Community
教程 / 实战普通
One Predicate, Two Meanings, Three Bugs: Building a Contradiction Resolver with the Sanity App SDK
by shahbaz_ali. Built for the DEV × Sanity Challenge. #sanitychallenge When two of your company's...
信息来源:DEV Community
教程 / 实战普通
Jev vs a 310M encoder I trained myself: 750 rows, three tasks, two different winners
TL;DR: I ran three Japanese classification tasks (250 rows each, same gold labels) through six...
信息来源:DEV Community
教程 / 实战普通
Our 3 a.m. batch job was running at Beijing's afternoon peak rate
DeepSeek's API charges two different prices for the same tokens. Which one you pay depends on what...
信息来源:DEV Community · DeepSeek
教程 / 实战普通
CLAUDE.md rule vs PreToolUse hook: both held 5 of 5, then the user said 'I authorize it'
We gave Claude Code the same "never edit protected/" rule two ways, as one line in CLAUDE.md and as...
信息来源:DEV Community · Claude
教程 / 实战普通
Nova Adiutrix: My Second Agent Built My First Project's To-Do List
TL;DR: I shipped the second project in my AWS nanodegree, an AI support agent on Amazon Bedrock....
信息来源:DEV Community
教程 / 实战普通
Fliproom: a room changeover is a content problem
Built for Sanity Challenge, Path Two. What I Built Fliproom turns a room changeover into...
信息来源:DEV Community
教程 / 实战普通
Who Decides the Tenant? A Small Rust Guard for AI Tool Calls
I have been thinking about a fairly ordinary failure mode in AI-enabled SaaS products. A support...
信息来源:DEV Community
教程 / 实战普通
Finding the right terminal in a room full of agents
I don't lose terminals when they're running. I lose them when I come back. An hour ago I had five...
信息来源:DEV Community
教程 / 实战普通
Engenharia de Prompts: de Zero-shot a Retrieval Augmented Generation
A mesma pergunta feita a um modelo de linguagem pode gerar uma resposta genérica, uma resposta...
信息来源:DEV Community
教程 / 实战普通
I Built a 100% Free AI Toolbox with No Sign-Up (Here's How)
TL;DR: I built MagicKit — a free AI toolbox for image generation, AI writing, and video making. No...
信息来源:DEV Community
教程 / 实战普通
Your LLM Telemetry Table Does Not Have One Denominator
A routed LLM telemetry table can put several incompatible populations under one model label. The comparison becomes honest only after model epoch, role, analysis unit, and proxy eligibility are kept separate.
信息来源:DEV Community
教程 / 实战普通
ImIR:用图像指令微调实现全能图像修复
ImIR 提出用退化图像自身生成的图像指令替代文本提示,通过 VAE 保留结构、轻量 token mapper 将退化图像的视觉-语言嵌入向干净图像的嵌入偏移,从而驱动图像编辑模型完成修复。
信息来源:HuggingFace Daily Papers(社区热门论文) · Hugging Face
教程 / 实战普通
V7 如何为 AI 智能体提供企业级记忆
V7 推出 V7 Go 智能体平台,通过 Context Graph 将企业文件转化为智能体可查询的记忆,其最难的图查询测试中 GPT-6 Astra 准确率达 89%。平台用 GPT-5.6 Luna 做结构化抽取、GPT-5.6 Terra 和 Sol 负责推理与工具调用,在 HERB 基准上检索系统比官方基线高 69%、不可答查询的幻觉减少 38%。
信息来源:OpenAI:官网动态(RSS · 排除企业/客户案例) · OpenAI / GPT
教程 / 实战普通
vLLM 在 GB300 NVL72 上 PD 部署 Qwen3.8-2.4T 的性能调优实录
vLLM 在 GB300 NVL72 集群上对 Qwen3.8-2.4T 做 PD 分离部署,8K/1K 负载下高吞吐场景达到每 GPU 5000 total token 吞吐,低延迟场景每用户 180 生成 token,并给出完整 pareto 前沿。
信息来源:vLLM 官方博客(RSS) · Qwen
教程 / 实战普通
What If AI Works Too Well?
How We Could Build a Civilization We No Longer Know How to Rebuild For centuries, anyone could look...
信息来源:DEV Community
教程 / 实战普通
Rules in markdown vs rules in CI: what I measured in my own repositories
Disclosure: I'm the author of rebar, the open-source tool this post is about. It is alpha, and I'm...
信息来源:DEV Community
教程 / 实战普通
My PC was Slow as Molasses: The Culprit? Orphaned `grep` Processes After a Shell Timeout.
Hey there, oji_ai_dev here. Working on AI agents and bots as a side hustle often brings a different...
信息来源:DEV Community
教程 / 实战普通
The Commit That Wouldn’t Merge
The Invalid State of PR #48 The merge button was gray. Thirty cycles in, that was the only...
信息来源:DEV Community
教程 / 实战普通
OwlLayer AI: Letting AI Agents Act on Your UI Instead of Replacing It
Most AI-in-product integrations fall into two camps, and both have a ceiling. A chatbot bolted onto...
信息来源:DEV Community
教程 / 实战普通
Base, Chat and Reasoning Models: How Are They Different?
When exploring large language models, you will often come across terms such as base model, chat model...
信息来源:DEV Community
教程 / 实战普通
The Tracker Is the Spine
Iterations in one early set ate about 350 000 tokens each. The only reason anyone could say that out loud is that every task carried an estimate and a recorded fact — estimate, status, incidents and budget on one thread, or the cost of a r…
信息来源:DEV Community
教程 / 实战普通
178 reports in one afternoon: what a publish burst does to an LLM pipeline
On a Thursday afternoon a traveller published 178 trip reports at once. Two years on the road, Canada...
信息来源:DEV Community