Test Automation
Playwright, Cypress, Selenium — I design suites that are fast, stable, and worth trusting. Architecture first, then code.
AI in QA
LLM-generated test cases, vector-search knowledge bases, AI-assisted code review. Not hype — working systems I've shipped.
QA Strategy
Test plans, shift-left processes, team structures. I help organisations build quality into the workflow, not bolt it on at the end.
Training
Workshops and cohort programs for QA engineers who want to level up with AI tooling. Practical, not theoretical.
8+ years in the trenches
From manual testing to building AI-powered QA systems. Every step taught me something the books didn't.
Building AI-augmented QA workflows, vector-search knowledge systems, and the QA × AI knowledge hub.
Scaled test automation from 0 to 2,400+ tests across web, API, and mobile. Introduced shift-left QA practices company-wide.
Owned end-to-end Selenium/Playwright suite. Built CI/CD integration with GitHub Actions and Docker. Cut release cycle from 3 weeks to 4 days.
Manual + exploratory testing. First automation experiments in Python + Selenium. Never looked back.
Tools of the trade
Let's work together
Consulting, audits, workshops, or just a conversation about the future of QA.
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