AI-Driven Test Case Generation
How to use LLMs to generate test cases from user stories, requirements, and production logs, plus patterns for reviewing and maintaining AI-generated suites.
Hi! I'm Oleg Neskoromnyi — QA engineer exploring AI in testing.
AI-Powered QA Testing, Explained for Working Teams
Learn how to use AI for test generation, execution, and analysis with real-world experiments, honest results, and lessons learned from software QA teams.
- ✓Real experiments - what worked, what failed, and what I learned along the way.
- ✓No hype, no vendor decks - just honest results from production testing workflows.
- ✓Actionable from day one - techniques you can apply to your QA workflow this week.
What You'll Learn Inside QaHub.AI
Practical, AI-focused guides for every layer of your QA workflow.
AI-Assisted Test Automation Frameworks
Architecture patterns for integrating AI into your existing UI and API automation, with real examples of what actually improves maintainability and what doesn't.
Prompt Engineering for Testers
Prompt templates for test case design, bug reproduction, risk analysis, and exploratory testing that work in real CI/CD pipelines, not just demos.
Modern Quality Leadership with AI
Using AI to shift from reactive bug-catching to proactive quality strategies, with reporting and metrics leaders actually care about.
Latest from the Blog
Deep-dive guides based on real experiments — not vendor decks.
Claude Code /btw and /voice changed how I talk to my terminal
Early impressions of Claude Code's /btw side questions and /voice input — from someone who already pays for Superwhisper.
7 min read→
I Did a Live AI Demo at a QA Meetup. It Failed.
My army of AI agents was supposed to test an app, generate automation, and run it live. Nothing worked. That turned out to be the best thing that could have happened.
6 min read→
15 Years of Finding Bugs Taught Me How to Build Software
After 15 years in QA leadership, AI tools let me start building the solutions I'd always imagined. This is the story of how a tester became a builder.
8 min read→
How to Test AI-Generated Code Without Losing Your Mind
Learn a practical 5-layer testing strategy for AI-generated code, built from real QA experience and backed by research from Anthropic and OpenAI.
9 min read→
Meet Oleg: QA Practitioner Exploring AI
Two decades of leading QA teams, building automation frameworks from scratch, and shipping quality software under real constraints. Now I experiment with AI-powered testing agents and share everything I learn on QaHub.AI - the wins, the failures, and the practical workflows that actually ship.
- ✓Built custom GPTs, AI testing agents, and automated QA workflows using Claude, Copilot, and OpenAI.
- ✓Every technique on this site was tested on a real project first - not theory.
- ✓Core belief: AI isn't here to replace testers - it's here to multiply their impact.
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