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Qxf2 BLOG

Startup QA and test automation insights

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Month: May 2025

  • Fine-tuning
  • Machine Learning

Building a Qxf2 test automation wiki model using unsloth

Recently we set out to explore how we could fine-tune a code LLM on our Test Automation Framework. During our research, we came across Hugging Face’s excellent guide on Fine-tuning a Code LLM on Custom Code, which provided a clear path, but required access to an A100 GPU. While that hardware requirement is reasonable for serious fine-tuning, we wanted to […]

May 22, 2025
  • android
  • appium
  • iOS
  • mobile automation

Writing XPaths to validate UI with Appium OCR Plugin

In our previous post, we suggested that Accessibility ID as a reliable locator strategy for identifying mobile elements across different platforms. While working on the task, we explored another plugin – Appium OCR Plugin that helped us write robust XPaths to validate UI that worked on both iOS and Android. But the problem we had was, although we were able […]

May 21, 2025
  • appium
  • mobile automation

Accessibility ID as a locator strategy on Appium for iOS and Android apps

We‘re working on a Flutter app that connects to the Cars API API microservice to retrieve and display a list of cars. As testers working on this app, our primary motivation was to explore Flutter and gain a deeper understanding of how it supports cross-platform development. At the same time, we aimed to ensure that the testing process was smooth, […]

May 9, 2025May 9, 2025

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