QA Engineering → AI Product

I build AI-augmented quality systems and ship digital products that actually work.

# before: manual QA → delayed releases
# after: AI-augmented quality systems that ship

Recent Articles

All articles →
AI/MLEngineering

How AI is Changing the QA Engineer Role

A deep look at how AI tools are reshaping quality engineering — and why the skill of breaking systems is more valuable than ever.

· 2 min
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EngineeringAI/ML

Building a Self-Testing Agent in Python

Step by step: building a software agent that writes its own test cases, runs them, and learns from failure.

· 2 min
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ScrumProduct

Scrum in the Age of AI Tools

How Scrum teams adapt to the wave of AI tooling without losing the rhythm of collaboration.

· 2 min
Read →

Build alongside other QA & AI engineers

I run a Stoat channel where I share works-in-progress, swap tooling notes, and answer questions from people moving from QA into AI product work. Pull up a chair — it's quiet, useful, and zero noise.

  • · Tool deep-dives
  • · Code review threads
  • · Career questions, answered
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