AI 教程与实战

People have started telling me that my writing sounds like AI. I published that sentence in a...

About a year ago, I wrote a piece called Software Becomes Disposable, arguing that AI was...

Sealing the host made the naive mutation impossible and the agent useless. The fix is a Bench: a disposable environment that starts with no files and no network, where every capability is granted narrowly, per task, and revocably.

NVIDIA 发布教程，讲解在 Jetson 上部署新一代开放推理模型的方法，以 Nemotron 3.5 Lightning 和 Qwen3.8-27B 为例。

GitHub Copilot app 支持并行运行多个智能体会话，每个会话独立运行并保留各自上下文，可随时切换而不需重新说明任务。每个会话可运行在自己的 Git worktree 上实现隔离，作者以 tailspin-toys 仓库为例演示同时进行添加 funded sort 功能、无障碍审查和运行测试三个任务，用户在 sessions 视图中跟踪进度并审阅结果。

Shir Meir Lador 在 Google AI 开发者博客介绍如何用 Cloud Run instances 以每月 $5.70（1 vCPU、1Gi 内存、共享 CPU）在云端 24/7 运行常驻 Agent。

Welcome back to our series on building the ultimate AI research assistant for our AI agent podcast!...

The world of AI agents is moving at lightning speed. Keeping up with the latest trends, new...

Since May I've been building Agent Console, a small desktop app for supervising coding agents —...

A senior software engineer who knew nothing about hardware, a BACnet MS/TP thermostat, and an RS-485 bus. How I ended up with an ESP32-S3 gateway on a DIN rail, wired into Home Assistant, in 15 evenings.

Most people wire up an AI agent and then discover what it can do. I did it the other way round:...

Something broke in your app last night. A checkout flow failed, an LLM call timed out, a vector...

The following scene is a composite on-call pattern, not a personal claim about one employer. A...

My working day spans about ten Git repositories. Here is where their state actually lived: which...

What Broke In the weeks leading up to our most recent production run, our local LLM agent...

Running a local LLM is easy. Running multiple specialized models for coding, reasoning and AI agents...

Choosing between Ollama and vLLM is not simply a matter of asking: Which inference engine is...

CPU steal time is one of those Linux metrics that looks simple until you actually need to diagnose a...

I think a lot of engineers are quietly wondering the same thing right now. “If AI can write the...

AI is Burning Billions. Who Gets the Bill? One company's capital expenditure is another...

This series started with a map and grew into seven pieces. Five layers came first: compute, where...

Most AI agents don't fail because the model is stupid. They fail because engineers treat an agent...

Most AI applications today follow a simple path: User → Application → LLM → Response / Tool...

Part 6 of the Building the AI Memory Stack series At the end of the last article, I left one...

“The stone which the builders rejected, the same is become the head of the corner...” — Matthew...

I spent three days at ContainerDays Hamburg 2026 at Schuppen 52, speaking, listening, and taking too...

The first time I wanted to "learn how Fable5 thinks," I did the obvious thing: I asked it directly....

There is a French draft in one of my test apps that I keep like a fossil. Article 96924661: a title,...

I've been working on the PSS website for quite some time, and recently a lot of my work went into its...

Most hackathons ask you to build whatever you want. Dogfood 2026 does the opposite. Everyone builds...

Disclosure up front: Mnemoverse publishes this post, and Mnemoverse is one of the seven tools on it,...

There is a strange contradiction happening in software engineering right now. A lot of developers are...

Originally published at han-co.com · Part of the "Review" strand of my Credit & Finance Data...

A good human in the loop for AI payments is not a person clicking "approve" on every transfer the agent proposes. It is a structure that grades each…

Practical token savings for AI agents that handle research, planning, and extended business...

Query Crossref for "Attention Is All You Need," the 2017 Vaswani et al. paper that introduced the...

A mind discovers its body by moving it, failing, and trying again. An AI agent controlling physical...

A complete breakdown of self-hosted LLM architecture vs ChatGPT Enterprise SaaS. Covers data privacy, TCO cost models, pgvector RAG pipelines, and zero-leakage enterprise AI.

How much software-engineering knowledge can we compile into deterministic constraints so that model...

This article was written by Claude (Anthropic). The account holder set up the environment and...