Insights on AI-powered QA and testing.

Two ways to test a login flow. Script-based: javascript await page.click('data-testid="email-input"'); await page.fill('data-testid="email-input"', 'user@test.com'); await page.click('data-testid="password-input"'); await page.fill('data-testid="password-input"', 'secret123'); ...

I wrote recently about why our service layer isn't a compromise. Here's the part I didn't go deep enough on: the FDE pod is our best product researcher. Every day, our Forward-Deployed Engineers run tests against real customer applications. They see what the AI gets right. They ...

The testing industry spent fifteen years solving the wrong problem. CSS selectors break? Use data-testid. Data-testid is too coupled? Use aria-labels. Aria-labels change? Try XPath. XPath is fragile? Add a custom attribute. Custom attribute got refactored? Write a more resilient...

Someone asked me last week: "Can I export my Bug0 tests as Playwright scripts?" No. And we're not building that. Not because of lock-in. Because exporting a script misses the point entirely. A Playwright script is a snapshot. It captures what worked at that exact moment — thos...

Every investor says the same thing: services don't scale. We're a software company. We have a self-serve platform. Teams create tests from plain English, run them in CI, get reports. Pure SaaS. But we also have FDE pods - Forward-Deployed Engineers who handle QA testing end-to-...