
Playwright MCP gets high-resolution screenshots: what it means for AI test agents

Sandeep Panda
· 9 min read
Bug0 Blog


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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...


Syed Fazle Rahman
· 7 min read

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-...


Syed Fazle Rahman
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Bug0 is more than a tool. It's your AI QA Engineer.
Built by your engineer. Run and healed by AI. Every result verified. You ship faster without hiring.
Go on vacation. Bug0 never sleeps. The AI tests every commit, every deploy, every schedule. Your forward-deployed engineer reviews every failure and files the bugs. Coverage holds while you're off the grid.
The AI tests every commit, every deploy, every schedule. Your forward-deployed engineer reviews every failure and files the bugs. Coverage holds while you're off the grid.