AI 教程与实战

Databricks 详解凭据驱动的攻击在平台上的展开方式，并说明如何用 verbose audit logs 与 Genie 检测身份行为偏移。文章将此类攻击归纳为六个阶段，从有效凭据登录、环境侦察到权限提升，并给出各阶段应关注的审计事件与响应控制措施。

The failure nobody demos The agent demo always works. The customer asks for a refund, the...

Review Pull Requests with Kiro CLI and GitHub Actions Kiro CLI has a headless mode. Give...

GPU memory can be installed yet restricted. Kate's CMP 170HX research separates effective configuration, intact HBM and a scoped arithmetic benchmark.

How to make a quality drop fail your build with agents-cli eval run and one threshold, for anyone who ships an agent from a pipeline.

I build plenty of apps due to the nature of my job. I use coding agents extensively. I decide what...

Claude 发布视频教程，讲解在 Claude Code 中何时使用 Fable 5.2、Opus 5.5，何时降级到 Sonnet 5.5 或 Haiku 5.5，以及如何把一个任务拆分给多个模型。视频覆盖复杂编码与开放式技术工作、低成本明确任务等场景，并提供在自有任务上测量各模型表现的指南链接；可用性与用量限制因套餐而异。

How did I build and deploy 3 fully functional apps while still in college, before I even landed my...

ComfyUI 官方博客讲解其对 Qwen3.x 文本生成热路径的重写，使相同 checkpoint 在相同 GPU 上 token 生成速度最高提升约一倍，改进已随 ComfyUI v0.45.0 提供。

A few years ago, writing code was one of the hardest parts of being a software developer. Today, AI...

Bright Machines 用 Debezium 在工厂边缘捕获 PostgreSQL 变更、写成 Apache Iceberg，经单一可审计出站路径推送，再由 Databricks 通过 Unity Catalog federation 原地读取，全程不开放任何入站端口。

If you’ve been in the software industry for any length of time, you’ve probably heard people talking...

My life used to live in ten different apps. A to-do app. A calendar. A budget spreadsheet. A notes...

Answer: a thirty-second AI video costs between about $0.30 and $6.30 depending on model and...

Memory is what the agent knows: the context the model sees right now, plus anything you carry across...

n8n Labs has introduced Nod, a standalone personal agent that runs on a user's own computer and can...

n8n has released Nod, a standalone personal agent designed to run on a user's computer rather than...

Genkit and ADK save every turn of your agent's conversation, tool responses included, in a store you never designed. What ends up in there, why you can't sanitize your way out, and why fixing it is the framework's job.

James Shore 在其系列第三部分讲解如何度量和建模 AI 加速开发的意外后果。文章提出以变更成本为核心指标，介绍价值增值比例、DORA 指标和 token 用量等观测手段，并给出可维护性、多余代码行、供应商锁定和倦怠等模型与场景推演方法，强调这些指标噪声大、滞后三到六个月且容易被博弈，应用来评估方法而非考核人员。

Benchmark headlines are easy to share and hard to check. In July, LiteLLM published benchmarks for...

My MacBook Air started restarting by itself. The 512 GB disk was full, and most of what filled it...

No medication app fit how I take my pills, so I built one. Vzato went from an empty folder to App Store review in about 20 hours and was approved two days later, for iPhone, iPad and Mac. What the AI did, what I did, and what went wrong.

TL;DR: Global Hack Map is a free, MIT-licensed live map of publicly reported cyberattacks, data...

Anthropic shipped Claude Fable 5.2 and cut its price by 20%. Meta launched Muse Ember, a tiny-priced...

The 90% AI Code Quota: Why Big Tech Is Manufacturing Fragile Codebases Imagine being a...

Seven months ago Anthropic claimed thousands of high-severity AI-discovered bugs. The independent audit is in: 37,966 findings, 7,349 public, 217 fixed, and an October scanner that emails maintainers fully model-generated reports with no h…

An executable synthetic test for a subtle failure in AI-agent review evidence. Two AI agents can...

PHP2Shell, Node2Shell, LiteLLM, and Shai-Hulud expose gaps in software trust. Apply five SIP controls to reduce exposure and contain damage.

Your agent system does not learn. It just runs. Most multi-agent systems I see have the...

SLayer Text to SQL fails quietly. The model guesses a join, invents a revenue definition,...

An anonymous poll, a debate about multimodal testing, and some uncomfortable questions about who...

Wiring a tool takes an afternoon. Running it for real users doesn't. Getting a model to...

Measuring authentic student performance in capstone projects with a mobile 720p demo studio, 2-stage diarization, and fake-log auditing using Gemini 4.

At Sharkly, people rarely fix routine bugs by hand. Most bugs go directly to an AI agent. Sharkly is...

Most online image editors follow the same pattern. You pick a file, the browser uploads it, a server...

A lot of engineering work starts the same way: someone drops a message in Slack. "The export button...

This is Part 5 of a series building an HL7 v2 to FHIR R4 interoperability service in public. The...

An AI agent can stay within its step limit and still exceed an acceptable response time or consume...

Deterministic validation hooks for AI-generated code. Stop type errors, security holes, and test failures before Claude commits them to your repository.

A small laptop is a full build kit. Here's how far mine went. TL;DR: A reader suggested I publish...