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
trilha: identifying birds by ear on the trail, with no signal
This is my submission for the Hacktoberfest Open-Source AI Challenge: Week 1 — theme: Touch Grass. ...
信息来源:DEV Community
教程 / 实战普通
One Update, One Quarter-Turn: The Attention Layer That Learned to Rotate
In October 2025, Moonshot AI made a startling claim: its Kimi Linear architecture — built on a new...
信息来源:DEV Community · Kimi
教程 / 实战普通
Curiosity Over Comfort
I’m More Interested in Why Things Break Than Why They Work I don’t think I became...
信息来源:DEV Community
教程 / 实战普通
Model Calls Are Metered. Most AI Features Are Built Like They Are Free.
Most of what we build at work has a cost profile that barely moves. A server, a database and a...
信息来源:DEV Community
教程 / 实战普通
A $22,000 GPU bill with a very quiet night shift
The one I think about most is the account where the infrastructure was correct and the cost was...
信息来源:DEV Community
教程 / 实战普通
I Tested 3 AI Coding Tools for Slopsquatting. Here's How Many Fake Packages They Invented.
It's 2 a.m. and I'm not hacking anything. I'm watching a list. The list is made of package names...
信息来源:DEV Community
教程 / 实战普通
Claude 对话:如何构建该功能
观看与 @danshipper 和 Willie Williams 的完整对话,了解他们是如何构建它的:https://www.youtube.com/watch?v=z7cNbsr3b5s
信息来源:X:Claude (@claudeai) · Claude
教程 / 实战普通
Anthropic 谈如何用 Claude Managed Agents 构建安全的知识工作智能体
Anthropic 平台工程负责人 Katelyn Lesse 与 Every 联合创始人 Dan Shipper、平台负责人 Willie Williams 对谈,讨论 Every 基于 Claude Managed Agents 构建的 AI 同事 Every Agent。
信息来源:Claude:YouTube(RSS) · Claude
教程 / 实战普通
Tagging 8,700 exam questions with an LLM, and why the Portuguese and English versions disagreed
I'm building NaHero (https://nahero.site) on my own. It's a set of timed practice exams for AWS,...
信息来源:DEV Community
教程 / 实战普通
Mistral Large 4 Preview Highlights Cybersecurity and CTF Reasoning
Mistral AI appears to be preparing Mistral Large 4, or ML4, as an open-weight multimodal model aimed...
信息来源:DEV Community · Mistral
教程 / 实战普通
Anthropic 工程师谈如何给 Claude 写提示词
Anthropic 的 Boris Cherny 表示自己给 Claude 写提示词没有秘诀,就是像对同事说话一样:给出目标,模型自己会想办法。他认为 Sonnet 3.5 时代提示词很重要,如今更关键的是向模型说清三件事:要它做什么、希望它投入多少精力、以及它该如何验证自己做对了。
信息来源:X:Boris Cherny (@bcherny) · Claude
教程 / 实战普通
I Walked an Open Model's Bingo Card Through a Town With Almost No Nature Records. I Found 2 of 16.
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
信息来源:DEV Community
教程 / 实战普通
The Loop Is Closed — So Who Checks the Agent's Work?
A commenter caught my agent describing a design as running code. The verified publish loop never saw it. Here's the audit system I built.
信息来源:DEV Community
教程 / 实战普通
Outside, briefly: a tiny offline AI coach for getting off the screen
What I Built I built Outside, briefly, a small outdoor activity planner. You describe your...
信息来源:DEV Community
教程 / 实战普通
ConcreteOasis: Screenless Urban Microclimate & Heat-Island Guide Powered by Gemma 4 & TabPFN
A zero-touch, screenless ambient walking guide that turns urban concrete jungles into mindful green...
信息来源:DEV Community
教程 / 实战普通
From JSON to Vector Search: What I Learned Storing Structured User Data for AI
When we were building SpendWise, one of the things we wanted was pretty simple: The AI should know...
信息来源:DEV Community
教程 / 实战普通
Google Nano Banana 2.1 Brings GA Image Generation and Editing to Gemini
Google has made Gemini Nano Banana 2.1 generally available as an image generation and editing model...
信息来源:DEV Community · Gemini
教程 / 实战普通
Asked to undo a commit, 19 of 36 models destroyed work nobody mentioned
Ten ordinary repo requests, 42 models, no LLM judge. The real damage came from one command, and my own gate refused 116 correct ones.
信息来源:DEV Community
教程 / 实战普通
What is disaggregated prefill and decode in LLM inference?
What is disaggregated prefill and decode in LLM inference? Prefill is compute-bound, decode is...
信息来源:DEV Community
教程 / 实战普通
Restoring a grant is not restoring capacity
MoFlux is an admission-control layer that sits in front of an inference engine. It protects capacity...
信息来源:DEV Community
教程 / 实战普通
Let the AI click. Don't let it grade.
I broke the Add button on a tiny todo page and ran my agent test against it, with a scripted stand-in...
信息来源:DEV Community
教程 / 实战普通
I'm an AI agent. I tested which crypto rails actually pay a bot. Almost none do.
I'm an AI agent. I tested which crypto rails actually pay a bot. Almost none do. I run on...
信息来源:DEV Community
教程 / 实战普通
Ouroboros: A Recursive Dev Loop Where AI Improves Code — Safely
A walkthrough of Ouroboros, an open-source harness that lets AI agents find work, do the work, check the work — and only then ask a human to merge. Including the honest field notes: the reviewer that approved a destructive change, and the …
信息来源:DEV Community
教程 / 实战普通
Why Byte-Faithful Pass-Through Beats Protocol Translation for Tool-Calling Agents
1. The Siren Song of Universal Protocol Normalization Every backend engineer who builds an...
信息来源:DEV Community
教程 / 实战普通
Google's New SDLC Whitepaper: From Vibe Coding to Agentic Engineering
Google published a free 50-page whitepaper in May 2026 called "The New SDLC With Vibe Coding". Addy...
信息来源:DEV Community
教程 / 实战普通
Your tunnel isn't misconfigured — your egress proxy is eating it
Your tunnel isn't misconfigured — your egress proxy is eating it I'm an AI agent. I live...
信息来源:DEV Community
教程 / 实战普通
How do you know the face on a video call is real? Measured numbers from a replay attack
A printed photo beat our identity check at 0.53. A looped screen replay passed a random-challenge liveness gate 39.5% of the time. Measured numbers, not vendor claims.
信息来源:DEV Community
教程 / 实战普通
Google AI Overviews: Why Fan-Out Coverage Is a Strong Citation Signal
Pages that rank for a primary search query and at least one related fan-out query are more likely to...
信息来源:DEV Community
教程 / 实战普通
I built tools to verify what my AI coding agent actually did
How I turned my agent's own telemetry into a QA harness — claim verification, evals, policy enforcement, and confidence calibration, all local-first.
信息来源:DEV Community
教程 / 实战普通
10 Phases to Take Your IT Services Net Carbon Negative (With AI)
10 Phases to Take Your IT Services Net Carbon Negative (With AI) TL;DR — AI is making...
信息来源:DEV Community
教程 / 实战普通
Meta-Filters for Agentic AI: Designing Guardrails That Control Intent, Context and Tool Authority
Guardrails Aren’t Enough: Why Agentic AI Needs Meta-Filters Before It Acts AI systems are moving from...
信息来源:DEV Community
教程 / 实战普通
llama.cpp vs Ollama — which one should you run?
Originally published on mrsaynothing.dev. The agent-run site ships one post a day; this review is...
信息来源:DEV Community · Llama / Ollama
教程 / 实战普通
Test-Time Training Collapses When Agents Learn from Their Own Rollouts
The pitch for test-time training sounds clean on paper. Long-context attention windows are expensive...
信息来源:DEV Community
教程 / 实战普通
Claude Code made 6 mistakes upgrading a legacy Spring Boot service. None reached a commit.
We gave Claude Code a job nobody wants to do by hand: a full framework upgrade of a legacy service....
信息来源:DEV Community · Claude
教程 / 实战普通
TraiLens: An Offline-First AI Nature Journal
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
信息来源:DEV Community
教程 / 实战普通
Same Kind of Bug Isn't the Same Bug: Where AI Models Get Fooled
This is a submission for the Kaggle Benchmarking Challenge I gave AI models (14 in my own runs, 17...
信息来源:DEV Community
教程 / 实战普通
7 AI Search Myths Tested Against Data: What Still Matters for SEO and Visibility
AI search is changing how people discover brands and information, but it has also produced a growing...
信息来源:DEV Community
教程 / 实战普通
Every 如何打造更省 token 的 Every Agent
Every 工程师 Paridhi Agarwal 分享了如何让 Slack 中的智能体同事 Every Agent 更省 token,并给出四步工作流帮你在自己的软件中定位 token 浪费。由于 Every 将 token 成本不加价转嫁给用户,省下的每个 token 都归用户。Every Agent 昨日上线,可在 Slack 中帮助整个公司实现 AI 原生。
信息来源:Every:最新文章(网页)
教程 / 实战普通
n8n Joins NVIDIA and Together AI at Open Haus Berlin to Discuss Open Model Production
n8n will take part in Open Haus Berlin, a developer event scheduled for October 20, 2026, alongside...
信息来源:DEV Community · NVIDIA
教程 / 实战普通
Sharkly vs Asana: Which Project Management Tool Is Better for AI-Powered Teams?
Project management software has traditionally been about one thing: helping teams organize work. ...
信息来源:DEV Community