Articles & Insights
Deep dives into the QA journey — from building production apps with dual AI fleets to evolving a monolithic skill into a multi-agent system.
I Built a Production PWA in 5 Days. One AI Fleet Built It. Another's Job Was to Break It.
Here's what happened when I put two AI agent systems in the same codebase with opposite goals.
SafePetPlate is a free app that lets pet owners instantly check if a food is safe for their dog or cat. I built the entire thing in 5 days using two AI agent fleets: Claude Flow (the builders) and Agentic QE Fleet (the quality enforcers).
From One Giant Skill to an AI-Powered QA Team
How We Built an Agentic Quality Engineering System
A story about learning, iterating, and integrating AI agents into a real QA team. From one oversized skill to 19+ specialized agents — combining human judgment with AI efficiency.
How I Onboarded Myself Into a Production App Using Exploratory Testing and Playwright MCP
Solo QA Audit — Exploratory Testing & Browser Automation
No documentation. No handover. Just a URL. Here's how I used exploratory testing, Playwright MCP, and Notion to audit an AI chatbot I'd never seen before — and found 37 bugs.