An Agent That Hunts Bugs in My App While I Sleep
Every hour, an agent opens our real app, clicks around like a tester, and files honest bug reports. A second agent fixes them. Here is how it works.
7 min read
AI Blog Posts
Posts tagged AI — testing, AI, Playwright, and the web.
How We Test an AI Product Without Burning Credit
Every message in an AI product is a paid model call. Here is how we test the full chat flow end to end and spend nothing doing it.
8 min read
How I Documented an Entire Product in 4 Days with an AI Agent
How I used Goose, an open-source AI agent, to write 55 pages of documentation, capture 59 screenshots, and build three reusable skills in just four days.
How I Used AI to Fix Our E2E Test Architecture
AI-led analysis of a 6% local pass rate — from tracer bullet planning to building an agent skill that transformed 38 spec files with measurable benchmarks.
8 min read
Claude Code Commands and Shortcuts
A guide to Claude Code's slash commands, keyboard shortcuts, and tips for a smoother workflow in the terminal.
9 min read
I Built an Agent Skill That Turns Rough READMEs Into Polished Docs
How I turned a single-file agent skill into a maintainable README workflow with scripts, references, and evals.
9 min read
Build Websites, Games, and Teaching Resources With Google Gemini for Free (No Coding Required)
Discover how Google Gemini's Canvas lets anyone build websites, games, and interactive teaching resources for free — no coding skills required.
What Are Agent Skills? Beginners Guide
A beginner's guide to AI agent skills — what they are, how they work, and how to build your first skill in minutes.
From Prompt Files to Agent Skills: How I Unified My Content Automation
How I migrated from three separate VS Code prompt files to a single portable agent skill that handles videos, podcasts, and blog posts — with browser verification and automatic PR creation built in.
9 min read
How I Use AI Agents + MCP to Fully Automate My Website's Content
How I use AI agents and MCP tools to automate publishing and updating podcasts, videos, and other content on my website.
Debugging My Zsh Config With Goose (and Why Agentic AI Actually Helped)
I've been playing around with a few things recently and wanted to share a real experience that genuinely surprised me. When Goose CLI wouldn't run, the agent investigated my .zshrc file and found a subtle syntax error that would have taken me much longer to debug manually.
Testing in a Logged-In State with the Playwright MCP Browser Extension
If you've ever needed to test an application that requires authentication, you know the pain of logging in every time or, worse, handing over your credentials to an LLM. With the new Playwright MCP Browser Extension for Chrome and Edge, that's no longer necessary.
3 min read
Automating Form Submissions with Playwright MCP and a Prompt file
Have you ever wished you could automate browser tasks — like filling out a form or uploading a file — without writing a full-blown test script? What if all you needed was a plain-text prompt written in natural language? Well now you can with Playwright's MCP server.
3 min read
Building Your First MCP Server: A Beginners Tutorial
Have you ever wanted your AI assistant to access real-time data? Model Context Protocol (MCP) servers make this possible, and they're surprisingly simple to build and use! Learn how to build an MCP server from scratch using TypeScript, connect it to a real weather API, and integrate it with VS Code and GitHub Copilot.
12 min read
Vibe Coding with Copilot and Gemini 2.5 pro - Simplifying My Blog with AI-Assisted Refactoring
I have been wanting to share more content on my blog, but ironically, the process of publishing has been slowing me down. In a recent vibe coding session, I decided to remove images from the blog entirely and explore a content-first approach with AI assistance.
3 min read
Generate Playwright tests without code access using MCP and Copilot
Discover how to use MCP (Model Context Protocol) and GitHub Copilot to generate Playwright tests without needing access to your application's source code, perfect for testing external sites or black-box testing scenarios.
5 min read
Letting Playwright MCP explore your site and write your tests
Learn how to use Playwright MCP (Model Context Protocol) to explore your website and automatically generate comprehensive tests, making web testing more efficient and thorough.
7 min read
Setting Up the Official GitHub MCP Server, A simple Guide
The GitHub MCP (Model Context Protocol) Server is a powerful tool that provides seamless integration with GitHub APIs, enabling advanced automation and interaction capabilities. This guide will walk you through how to set up and use the official GitHub MCP Server.
How I vibe code: Improving my site design with Goose and Gemini 3
Having fun with Google's Gemini 3 and Goose coding agent to redesign my home page, creating dynamic hero components that change on refresh.
Playwright MCP Servers Explained Automation and Testing
Did you know Playwright has two MCP servers? Learn about the Playwright MCP server for browser automation and the Playwright Test MCP server for testing, both designed to work with AI agents and GitHub Copilot.
3 min read
Fixing Failing Tests Automatically with Playwright's New Healer Agent
If you've ever returned to your test suite to find a sea of red, you're going to love this one. The Playwright Healer Agent is here — and it's changing how we think about test maintenance.
4 min read
I Built My Own AI Agent using n8n — And You Can Too
I recently built my own AI agent. Not because I needed one, but because I wanted to see how far I could take the current tools available. It turned out to be surprisingly straightforward, extremely flexible, and genuinely useful.
4 min read
Playwright Agents Planner, Generator, and Healer in Action
Playwright has introduced a powerful new feature: Playwright Agents. These agents can generate test plans, create tests based on those plans, and even debug and fix failing tests automatically.
4 min read
Automate Your Screenshot Documentation with Playwright MCP
Creating visual documentation has always been a time-consuming process. What if I told you there's a way to automate this entire workflow with a single prompt using Playwright MCP?
3 min read
Install Playwright MCP Server in VS Code
Installing MCP(Model Context Protocol) servers in Visual Studio Code just got a major upgrade! Learn how to use the new MCP Servers section in the Extensions panel to easily browse, install, and manage MCP servers.
2 min read
Building Your First MCP Server - A Beginner's Tutorial
Learn how to build your first Model Context Protocol (MCP) server from scratch. This beginner-friendly tutorial walks you through the fundamentals of MCP and guides you step-by-step through creating your own server to enhance AI applications.