AI 教程与实战

Most flaky bug reports end in one of two places: "cannot reproduce" or a patch nobody can prove fixed...

An agent trajectory dataset should preserve the behavior that produced an outcome, including the...

Why should you care? Every program needs memory. When you create: int age = 20; ...

An agent that changes something runs in the order decide, act, report. Verification, where there is...

I wrote this for the All Things Agentic Hackathon. Every incident-response demo you have seen ends...

An early version of Say It Ahead had a basic problem. A user could listen carefully, ask good...

Last Friday, thousands of developers opened their AI code editor and found out that one of the models...

Most contributor onboarding starts by collecting identity. Create an account. Join the community....

Flash Onyx 2.2 is live on Ollama. It's the model behind FLASH CLI, my local terminal agent, and it...

สมมุติว่าโค้ดชุดหนึ่งผ่าน test ทั้งหมด หน้าจอแสดงเครื่องหมายถูกครบทุกช่อง...

I spent two and a half weeks building an agent that reads a project's code review history and...

I built this project and wrote this article for the purposes of entering the Google Cloud "All Things...

We spawned two review agents, waited, got nothing, declared them unresponsive, fell back to...

Here is the short version, so you can decide if the long version is worth your time. If you run...

What happens when you submit a solo open-source project to academic peer review: the reviews were...

I installed 107 skills, 38 agents and 15 commands into Claude Code over a few months. Standard stuff...

Most autonomous coding agents are optimistic. They audit, fix, declare victory, and sometimes the...

When configuring a database connection in a backend application, you've probably seen code like...

Compare Qwen3.8-27B and Muse Glimmer 30B: Apache 2.0 licensing, 24 GB GPU memory requirements, video modalities, and local agent serving benchmarks.

Focusing on an unmanned AI avatar delivery system, this article consolidates practical insights into QA design that shifts the focus from output to system behavior, and soak testing to catch long-term bugs (cumulative, incremental, looping…

An AI agent telling you "done" is not evidence. When I started delegating work to Codex, I took those...

Are you writing code all day? I don't. I actually haven't written production code by hand in a long...

I built two systems this year that try to solve the same problem from opposite...

Every provider has a different pricing page. If you use one provider, that is fine. But the moment...

The hard part turned out not to be writing code. It was learning what to trust, what to test, and...

I created this post for the purposes of entering the All Things about Agentic Hackathon...

A guard that has never fired and a guard that stopped running look identical on disk. That sentence...

For decades, software was expensive because software was difficult to build. A serious business...

💥 The 3:00 AM On-Call Nightmare If you’ve ever carried an on-call pager for a production Kubernetes...

A few weekends ago I got annoyed at typing prompts into a terminal and decided the fix was,...

A three-agent fleet passed every test in-process, then lost state silently the moment it was deployed across A2A workers. Here is the boundary, the fix, and what Google said.

We spent the last few weeks trying to answer a simple question with numbers instead of vibes: what...

If you've used Git for a while, you probably know the basics: git add git commit git pull git...

The permanent friction of modern web development is a silent war between interactive visualization...

Two weeks ago I watched a pull request get merged with an AI-authored review comment that said "LGTM,...

Hello, I'm Rijul, and I'm building LiveReview — a blast-radius aware AI code review built for your...

When building autonomous AI systems, developers eventually hit a fundamental architectural wall. Your...

文章回顾90年代早期互联网的业余与人性化特质，指出如今平台已演变为"检测人性弱点、放大并推送支付链接"的工业化机器。作者认为，诈骗经济规模庞大且具有参与性，大量普通人被卷入传销式链条，成为免费劳动力与分销者。推荐系统如同强化学习循环，持续实验并利用用户的恐惧、贪婪与孤独，而"平静的真相"在流量竞争中必然落败。

What happens when probabilistic language models meet deterministic business systems There is...

When most developers think about building AI agents, they immediately jump into pure Python...