# Wikimedia Foundation — January 2019 to June 2026

# Wikimedia Foundation — January 2019 to June 2026

Edward designed and shipped an AI-augmented requirements and testing pipeline that extracts ticket context, analyzes code patches, and generates complete requirements, BDD/Gherkin scenarios, and manual test steps. Four internal teams adopted the Wikimedia pipeline, cutting weekly QA documentation effort by approximately 90%.

He established the team's BDD/Gherkin authoring standard around user-observable behavior and advanced shift-left quality practices. He also validated production event instrumentation end to end and authored and executed the test plan for an A/B experiment across eight language Wikipedias.