Blog

Insights, updates, and best practices for mobile app QA

Mobile CI/CD with GitHub Actions: Build and Deploy Any App to AutoDevice

A complete guide to building and deploying mobile apps to AutoDevice using GitHub Actions. Covers native Android, native iOS, React Native, Flutter, and Expo with 16 working demo repos you can clone and go.

By Team AutoDevice

AutoDevice: How We Built a Top-3 AndroidWorld Agent

We achieved 94.8% success rate on Google Research’s AndroidWorld benchmark, ranking 2nd globally. Learn about our Hierarchical Planner-Executor architecture, Narrative Feedback Loop, Scratchpad Memory, and key takeaways from building an adaptive AI agent for real Android apps.

By Team AutoDevice

Top 08 Mobile QA Pain Points Engineers Keep Complaining About (And We Get It)

By Team Autodevice

Integrating AI Agents into CI/CD Pipelines for Faster Releases

AI agents reduce CI/CD testing time by 40-50%. Learn integration with GitHub Actions, GitLab CI. Self-healing pipelines, predictive failures, faster deployments.

By Team AutoDevice

Do You Need to Know Coding for Mobile App QA Testing?

The QA landscape is changing. 65% of app testing now uses no-code approaches. Discover why coding skills are shifting from mandatory to optional for mobile QA.

By Team AutoDevice

Where's the Pixel? Why Vision Models Still Struggle with Simple Pointing

Modern vision models can point to raw pixels surprisingly well, but when we started testing this capability, the results did not match what public benchmarks suggested. We stripped the problem down to its simplest form and found that even on the simplest possible tasks, models showed sharp variability.

By Maira Usman

Where's the Pixel? The Technical Deep Dive

This is Part 2 of our analysis. We strip away complex screenshots and test vision models on the simplest possible tasks - pointing to shapes on clean backgrounds. The results reveal fundamental gaps in spatial reasoning that benchmarks miss.

By Maira Usman