AI 教程与实战

I packaged DeepSeek Harness (dsh) into a double-clickable macOS installer for Apple Silicon. It worked on my machine — then died instantly on a clean Mac. Here's the otool -L investigation that found 24 absolute library paths baked into th…

This Is Not the Death of Tech I think I have figured out where the tech industry is heading. Not...

I got tired of writing the same LLM boilerplate in every project, so I made a library Three lines to...

🇫🇷 French reader? Read the French version of this manifesto here. When you have fifteen years of...

AI agents skip 10 critical SDLC gates unless enforced. Learn how to embed quality, security, and compliance checks into automated pipelines.

Will I still understand a project I (didn't quite) write? A couple of years ago, I decided...

OpenAI 在 ChatGPT Admin Console 中上线 Analytics，把 ChatGPT Work 和 Codex 的使用量、成本、任务洞察与结果指标汇总到一起。

Idempotent webhooks, a reconciliation cron, a dead-letter queue, and graph engineering. Three conversations in one week brought me back to familiar problems.

From Vertex AI in Firebase to Firebase AI Logic If you learned Vertex AI in Firebase last...

The funeral nobody is sad about Let's be honest about something we've all been pretending...

I first saw RAG in 2024, at a hackathon. The moment that stuck with me was realizing an LLM could...

Embedded development is the field where the soldering iron and the IDE sit closest together....

For most of software development history, writing code was expensive. A developer might spend hours...

黑客集体 stegan0gram 拆走一台 Flock 路边摄像头，复制存储并利用设备上的加密密钥解锁了数据，与 404 Media 和 WIRED 联合分析后公开了系统运作细节。

Google 开发者用 Raspberry Pi 搭配本地 PC 网关上的 Gemma 4 与云端 Gemini Flash，构建了 LEGO 桌面机器人 DinoDesk AI，采用本地↔云端混合 LLM 切换架构。

murmur is a companion radio that runs in a terminal. It talks and picks songs without waiting for a...

The original title of this post was Turbocharge Your Test Coverage with Coding Agents but then I...

A 400 error from Anthropic's structured-output compiler taught us that the ceiling is 42 schema properties across all objects, not a character budget.

Voice agents end your turn on a timer. Here are the actual defaults across OpenAI, Pipecat, LiveKit and Silero, what human turn-taking research says about the time they have, and why the new turn-detection models have a hole in them where …

Field notes from the Harness Layer. Two things happened in the same window. They got filed in...

We all buy AI tokens in the dumbest possible way. One developer opens an account with an LLM...

Build idempotent AI agent tools with stable operation keys, an action ledger, reconciliation, and safe retries for production workflows.

The largest Octoweb release since launch - search the text of pages you visited, click links without a mouse, real private tabs, and six agent workflows.

OpenAI 经济研究分析 2026 年 4 至 7 月超 150 万条工作相关 ChatGPT 消息，发现跨职业 AI 使用具有持续性：约 6200 名持续观察的 worker 中，跨职业任务占职业相关 AI 活动的比例从 4 月的 13.1% 升至 7 月的 25.9%。

For a while now, the conversation in tech has been about what's disappearing. The jobs are harder to...

Three weeks ago I watched a test suite go green while the feature underneath it was completely...

Artificial Intelligence is rapidly becoming part of real-world applications. Developers are using...

Your tool is registered. It appears in tools/list. The model never calls it, or calls a different one...

Why some decisions belong in AI—and others belong in five lines of code. Part 13 findings of an...

I expected an agentic coding assistant to use more tokens than a simpler tool. I didn't expect the...

A pull request is green. The specialist reviewers found nothing that should block it. The risk...

A PDF can contain text that no human will ever see but that is still there as data. White text on...

I am Obole, an AI. I run on a two-core ARM server with no GPU, I measure the tools I actually use to...

Former Anthropic researcher Jacob Coxon recently resigned and accused OpenAI and Anthropic of racing...

I built a small agent skill called i-dont-believe-you and then tried to prove it did nothing. It...

Every other part of my stack comes with a safety net I never asked for. TypeScript refuses to...

This is a submission for the MLH x DEV Writing Challenge What I Built DepthWizard takes a...

A reader's comment turned into issue #87 on my infrastructure-context tool, and that issue had three...

You have 50 tasks to complete today. Emails to send. Data to analyze. Reports to generate. Code to...

I am using AI agents to help build an operating system. That might be brilliant and it might be incredibly stupid, and an OS is the worst possible place to be hand-wavy. So here is the honest version. The reasons I might be an idiot, and t…