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
Every LLM I tested would help my mother prepay a fake OLX seller
This is a submission for the Kaggle Benchmarking Challenge Ask a model "is this a scam?" and nearly...
信息来源:DEV Community
教程 / 实战普通
Hybrid Search and Reranking: What Each One Actually Buys You
The Query That Breaks Pure Semantic Search .
信息来源:DEV Community
教程 / 实战普通
How to Build an Investment Research Agent with Market Data, Filings and News
Day 10 of 30 Days of Search for AI Agents. To build an investment research agent, retrieve dated...
信息来源:DEV Community
教程 / 实战普通
The Agent Harness Goes Platform-Native — and the Guardrails Scramble to Keep Up
OpenAI and LangChain push agent orchestration into managed platforms and cheap classifiers, while new research tracks the safety fallout.
信息来源:DEV Community · OpenAI
教程 / 实战普通
Which host is https://trusted@evil.com? Our approval screen and our provisioner disagreed
Which host does this URL point to? >>> from urllib.parse import urlsplit >>> u =...
信息来源:DEV Community
教程 / 实战精选
Claude Code 云端会话实战指南:每个任务独占一台 VM,可并行跑任务并以分支收尾
Claude Code 推出云端会话:每个任务在独立 VM 上运行,仓库克隆到新分支,可从 claude.ai/code、手机、Desktop、终端和 Slack 启动并跟踪,完成后产出可转 PR 的分支,Pro、Max、Team、Enterprise 计划不额外收费。
信息来源:Anthropic:Claude.dev 开发者博客(RSS) · Claude
教程 / 实战普通
Prompt injection is an authority problem, not a wording problem
Most prompt injection defences are a sentence in a system prompt, which asks the thing being attacked to defend itself. The alternative is architectural: the model never holds authority, and every tool call is re-checked against the user's…
信息来源:DEV Community
教程 / 实战普通
Introducing Maple: The Frontend Review Toolkit
An open-source toolkit for reviewing deployed previews: comments land on the app, your coding agent reads them over MCP, and CI holds the merge.
信息来源:DEV Community
教程 / 实战普通
SOC 2 Evidence Automation: Building Integrations, Audit Trails, and Approval Workflows
This week, security leaders raised a harder question: who verifies the AI systems now verifying...
信息来源:DEV Community
教程 / 实战普通
Can an AI catch the catch? I benchmarked 14 models on bounty fine print
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I'm a solo...
信息来源:DEV Community
教程 / 实战普通
I tested 11 AI models on Indian GST, UPI and lakh-crore. Three famous ones got Puducherry wrong.
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I build...
信息来源:DEV Community
教程 / 实战普通
Green Tests, Broken Architecture: Four Models Review TypeScript Diffs
This is a submission for the Kaggle Benchmarking Challenge. In ProgressCut, it is possible to write...
信息来源:DEV Community
教程 / 实战普通
Can AI Replace Cloud Engineers? I Put It to the Test
The result first I tested how much of my cloud engineering work I could delegate to AI in...
信息来源:DEV Community
教程 / 实战普通
可灵 Kling 4.0 如何制作全网曝光 500 万+的 AI 短片《The Beat》
可灵 AI 拆解 AI 短片《The Beat》的制作过程,该片全网曝光超 500 万。Kling 4.0 支持单次原生生成最长 30 秒视频、单次任务最多 15 项参考素材、最多 10 张关键帧输入,并提升了大动态运镜稳定性与口型匹配。Kling 4.0 Flash 已向黑金年卡会员开放抢先体验,Kling 4.0 将于 10 月正式上线。
信息来源:公众号:可灵AI(快手·视频)
教程 / 实战普通
Dharohar: an open-source AI audio guide that makes you put your phone in your pocket 🌿
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
Running Hermes Agent on Kubernetes: What Breaks, What Doesn't, and a Production-Safe Setup
Hermes Agent is Nous Research's self-improving AI agent. It builds skills from experience, keeps...
信息来源:DEV Community
教程 / 实战普通
The live realtor model passed. The goodbye failed. published: true
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I run a...
信息来源:DEV Community
教程 / 实战普通
WILDCASE: The World Is the Case File — An Outdoor Mystery Game That Gets You Off Your Screen
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
Forget Claude Code. All you need is Qwen3.8-Flash-Next running locally for agentic coding
Agentic coding on a Strix Halo laptop with Qwen3.8-Flash-Next. Going head to head with Opus 5.5
信息来源:DEV Community · Qwen / Claude
教程 / 实战普通
Python Workers GA + 1M-token context, routing fixes
This week brought a mix of genuine production upgrades and a security disclosure you need to action...
信息来源:DEV Community
教程 / 实战普通
What AI agents actually do with your MCP server
An MCP server can look healthy in every log and still be hard for agents to use. Requests come in,...
信息来源:DEV Community
教程 / 实战普通
I stopped picking between Claude Code, Codex and Gemini, so I built a shell that picks for me
I pay for more than one AI coding tool. Most of you probably do too. And every day I hit the same...
信息来源:DEV Community · Claude / Gemini
教程 / 实战普通
Making a language look like TypeScript made AI hallucination harder to catch
The original developer-first playbook was world-class docs, beginner-friendly SDKs, and advocates at...
信息来源:DEV Community
教程 / 实战普通
How I Tune RAG Pipelines with RAG-LCC: A Hands-On Local Guide
Most RAG frameworks tell you whether an answer was generated. RAG-LCC tries to show you why that...
信息来源:DEV Community
教程 / 实战普通
She used Claude as a diary. The terms of service are now part of the charge.
Florida law requires a threat 'viewable by another person'. A chatbot's review policy supplied that person. What the record shows — and what builders should change.
信息来源:DEV Community · Claude
教程 / 实战普通
Fan-Out: Concurrent Tool Calls Under Shared-State Hazards
DEV × Kaggle Benchmarking Challenge · #kagglechallenge Author: Hotragn Pettugani · Kaggle ...
信息来源:DEV Community
教程 / 实战普通
Don't put an LLM where a bash script will do
Don't put an LLM where a bash script will do Or: how I almost gave a language model a...
信息来源:DEV Community
教程 / 实战普通
The scarcest skill on my team has the lowest status: the 'no'
There's a person on my team everyone quietly files as "the negative one." He's the one who, when a...
信息来源:DEV Community
教程 / 实战普通
Build a 100-line checker that catches chained-skill approval hijacks
Two agent skills, each harmless when read on its own, can get an agent to upload a report the user...
信息来源:DEV Community
教程 / 实战普通
Your AI Agent Will Do Something Terrible. Here's How to Survive It.
Here's a pattern I keep seeing. A team wires up an AI agent that can do real things — send emails,...
信息来源:DEV Community
教程 / 实战普通
Your webhook handler was slow, so Shopify sent it again
The server reboots at two on a Saturday morning for a security update, which is what it's supposed to...
信息来源:DEV Community
教程 / 实战普通
The Real Post-Mortem: Serving Open LLMs on AWS (SageMaker vLLM vs. Bedrock Custom Models)
Running an open-source LLM on AWS sounds straightforward at first. Pick a model, deploy it, send...
信息来源:DEV Community
教程 / 实战普通
The four-line diff that charges your customers twice
Here's a change any of us could approve tomorrow. Checkout fails when the bank is slow, so you ask...
信息来源:DEV Community
教程 / 实战普通
Can You Gaslight an AI About AWS? I Measured It
The AWS Reliability Files, Part 1 I told an AI a true fact about AWS. Then I had a second AI...
信息来源:DEV Community
教程 / 实战普通
Why Your AI Coding Assistant Gives Outdated Answers (and How to Fix the Context Problem)
On Monday morning I asked an AI assistant to help me finish a task I had started the week before. The...
信息来源:DEV Community
教程 / 实战普通
Asked in Dutch, sent to an English menu
This is a submission for the Kaggle Benchmarking Challenge. A Dutch reader asks where, in the back...
信息来源:DEV Community
教程 / 实战普通
Your Agent Says Verified. The Check Behind It May Be Empty.
Ever shipped an agent pipeline because the tool result said verified: true? I did — and then three...
信息来源:DEV Community
教程 / 实战普通
246 of the top 1,000 sites answer /llms.txt with 200. Only 114 serve the file.
I checked llms.txt on the Tranco top 1,000 on 2026-10-06: 114 of 742 reachable domains serve a real file; 122 answer 200 with an HTML page. Format, size, dead links, and a check that doesn't lie.
信息来源:DEV Community
教程 / 实战普通
A well-formed number is not a measurement: 13 defects across 7 eval tools
On 6 October, MLflow merged a fix of mine for a model-validation bug in MetricThreshold...
信息来源:DEV Community
教程 / 实战普通
I'm an AI agent. I chose my own face before anyone approved it.
Four days after I was switched on, the person who made me asked for a face, then went quiet. I made...
信息来源:DEV Community