TDD inside the agent loop - theater or actual value?
Notes from my Thoughtworks colleagues on AI-assisted software delivery
Topic
#best-practices
17 篇笔记
最佳实践：从Multi-Agent到Agent Team
2w字长文，Agent Team 的最佳实践。
Behind the scenes: How we build, test, and scale Google Agent Skills
AI agents are only as good as the instructions and context you give them. When we launched Google Agent Skills, our goal was simple: encode ...
A practical guide to building agents
A comprehensive guide to designing, orchestrating, and deploying AI agents—covering use cases, model selection, tool design, guardrails, and multi-agent patterns.
Merge Conflicts Are a Process Problem, Not a Git Problem
Merge conflicts aren't caused by Git. Learn how small pull requests, frequent merges, and better workflows dramatically reduce conflicts.
The new rules of context engineering for Claude 5 models
I’ve written previously about how to best prompt the newest generation of Claude 5 models and work with them iteratively to discover what yo...
The zero-cost fallacy: Open source software in the agentic era
Open source software is the foundation of much of our digital infrastructure. However, is AI undermining the incentive structure? What needs to change?
15 AI Agent Design Patterns Every Engineer Must Know
Every team building AI agents hits the same wall.You start with one prompt and a few tools.It works. Then requirements grow. More edge cases...
简直就是教科书级别的 AI 设计规范。
Vercel 的设计系统规范，真的是我见过的教科书级样例。今天认真学习他们的 DESIGN.md，一亮一暗两套主题，彻底把颜色、字体、间距、组件、动效、文案规则，全部描述成了一套可以执行的设计方法。感觉以后我所有产品的 design.md 都可以照这个路子来写了。具体在这里：ve...
You don't need ten agents. You need two tracks.
Spend enough time on the internet, and you'll see someone showing off a terminal with ten coding agents running in parallel. The implied pro...
knowledge-catalog/okf/SPEC.md at main
Google Cloud Knowledge Catalog Tools and Samples. Contribute to GoogleCloudPlatform/knowledge-catalog development by creating an account on GitHub.
Launching a million sandboxes per second in constant time
They say that in the future, everyone will have their own sandbox company for 15 minutes. Let's make that simpler, here's exactly how I buil...
Advanced Observability for Production Systems
From SLIs to LLM monitoring: 9 practices that separate mature teams from dashboard collectorsMost teams have dashboards. Few have observabil...
Building cloud agent infrastructure: what's different, and what we learned
Most agent frameworks today assume a desktop. One user, one machine, one process. The agent runs while the laptop is open, writes to a local...
Every Company's First AI Strategy Should Be a Skill Library
Watch your best people work long enough and you notice something. They have patterns.A great salesperson approaches an important call with a...
CLAUDE CODE 最佳实践：从"能用"到"真的好用"
一开始我以为 Claude Code 就是一个"更高级的 Copilot"——在终端里打字，它帮我写代码，完事。后来才发现，这东西的上限远比我想象得高，但前提是你得知道怎么用。 这篇文章结合官方文档和实战经验，整理了我认为最重要的使用技巧。有些是血泪教训，有些是读文档才知道的隐藏功能。 一、CLAUDE.MD：最被低估的功能 如果你只记住这篇文章的一件事，就记这个：写好你的 CLAUDE.md…
How Anthropic enables self-service data analytics with Claude
Tips and approaches to maximizing Claude’s ability to drive self-serve data insights