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Adaptive Automation - TestBusters SPOTLIGHT

Event artwork for Adaptive Automation - TestBusters SPOTLIGHT

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About this event

What to expect

Discover a practical alternative to fragile UI test automation at this online SPOTLIGHT talk from the Agile-Engineering-Meetup-CEEDACH group. Theodor Hartmann (Product Manager) and Johann-Sebastian Zeisz (Product Engineer) present a fresh approach to test automation that prevents breakage rather than patching it — using visual recognition powered by lightweight machine-learning models to create resilient tests that adapt to evolving interfaces.

Why This Session Matters

In modern agile and DevOps environments, UI changes are constant. Traditional selector-based tests break frequently, forcing teams into endless maintenance cycles. Self-healing automation tries to fix these failures at runtime, but it's still fundamentally reactive and built on the same brittle foundations. This talk introduces adaptive automation by visual recognition — a proactive strategy that identifies and interacts with UI elements based on their appearance and context, not fragile selectors or exact pixel matches.

What You'll Learn

Core Concepts:

  • How lightweight ML models detect UI elements (buttons, icons, controls) using learned visual features and spatial relationships
  • Why visual recognition delivers fundamentally more resilient automation than selector-based or template-matching approaches
  • The key differences between adaptive automation and traditional "self-healing" methods

Practical Application:

  • Real-world strategies for implementing visual recognition in your testing workflows
  • How objentis' drvless solution applies these models with precise object detection and context-aware automation
  • Integration patterns for modern CI/CD pipelines that reduce locator maintenance and test breakage

Honest Trade-offs:

  • Common pitfalls including environmental variability, performance considerations, and handling similar-looking elements
  • Challenges with fast-moving animated elements, context-sensitive visibility, and overlapping UI components
  • Practical boundaries of lightweight ML models and how to work effectively within them

Who Should Attend

This session is ideal for test automation engineers, QA professionals, DevOps practitioners, and software developers working in agile environments where UI changes are frequent. Whether you're struggling with brittle test suites or exploring alternatives to traditional automation approaches, you'll gain actionable insights into a more proactive testing strategy.

Session Format

The 60-minute online event beg

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