Systems | Development | Analytics | API | Testing

Add an App With Your Coding Agent

You can now ask your coding agent to set up AppSignal in your application. Give it a prompt, let it follow the installation instructions, and watch a checklist fill in as data starts arriving. Installing AppSignal was already straightforward, but it still meant checking your environment, adding the right integration, creating an app, handling credentials, and confirming that telemetry arrived. These are useful checks, but they don't all need your attention.

Rails 8 Guide: Features, Requirements & Upgrade Path (2026)

Rails 8.0 shipped November 7, 2024 and requires Ruby 3.2.0+. Headline features: a built-in authentication generator, Solid Queue/Cache/Cable (database-backed, no Redis), Kamal 2 + Thruster deployment, Propshaft, and production-ready SQLite. Rails 8.1 (October 2025) is the current release; Rails 8.0 now gets security fixes only, through November 2026. This guide walks through each Rails 8 feature with the commands and defaults you’ll use.

Top 17 AI Testing Tools

Generating tests isn’t the hard part anymore. Ask an LLM to create Playwright tests, and it will produce hundreds of them in no time. The problem lies in deciding whether those tests are useful, maintaining them as your application changes, and knowing if you’ve even chosen the right tool in the first place. This article compares 17 AI testing tools across 5 categories. We’ll look at what each of them does, where it fits, what makes it different, and where it falls short.