Agentic Testing and QA with Playwright and Cucumber

Playwright and Cucumber is a BDD testing combination that pairs Gherkin feature files with Playwright’s browser automation engine, letting teams write behavior in plain language while executing it through deterministic, code-driven checks. Cucumber parses Feature and Scenario statements written with Given, When, and Then keywords, step definitions bind those statements to TypeScript or JavaScript functions,… Continue reading Agentic Testing and QA with Playwright and Cucumber

Gauntlet Loop: How AI Agents Build, Judge, and Fix Work

A Gauntlet Loop is an agentic AI workflow in which a lead agent breaks a broad goal into small, independently judgeable pieces, assigns them to specialist builder agents, and routes every result through a separate judge agent that compares the work against a quality bar. The pattern was popularized by Matt Shumer’s July 2026 “Claude… Continue reading Gauntlet Loop: How AI Agents Build, Judge, and Fix Work

GitHub Test Case Management with AI

Key Takeaways The Delivery Gap Is Where Quality Is Won or Lost Agentic test management is the bridge between AI-generated code and production-ready software. The productivity paradox is real: Code throughput is up 59% year-over-year, but main-branch success rates fell to a five-year low of 70.8% in CircleCI’s 2026 report. Most teams aren’t there yet:… Continue reading GitHub Test Case Management with AI