# Michelle Kidby > Software Development Engineer in Test. Frameworks, AI-driven QE tooling, CI/CD. I am a Software Development Engineer in Test with over 15 years of experience. My passion is creating frameworks from scratch to provide full-stack coverage with a shift-left approach. I am currently building autonomous AI-driven tools to maintain quality gates in CI. The purpose is to sustain efficient continuous testing in CI/CD that surfaces meaningful bugs with detailed and timely test reports. This is multifaceted and requires an orchestrated solution for full-stack coverage. My leadership style is to lead from the front line. I build the hard parts myself and set the standard in the work, and I make that standard extensible so the team that owns it can carry it forward. I create custom internal tools and test frameworks to resolve problems and blockers, helping Engineering work more efficiently. From there I partner closely with Engineers to drive buy-in and provide ongoing support. Aside from technology, I enjoy playing music and spending time with my husband. ## Links - [Home](https://kidby.dev/) - [GitHub](https://github.com/kidby) - [LinkedIn](https://www.linkedin.com/in/michelle-k-71864548/) ## Timeline ### Lead SDET (2019 – Present) - **2026**: Led an engineering initiative to implement quality gates across CI/CD (pre-commit, push, pre-release, post-deploy). Built test framework support per test type for the gates: static, unit, visual regression, DAST, SAST, E2E, load, monitoring. - **2025**: Developed an autonomous AI bug triage agent that runs in CI/CD, triaging test failures, reporting bugs, and repairing tests. - **2024**: Developed an automated security test framework for DAST and deployed it on Google Cloud. - **2023**: Unified mobile testing into a single framework with Playwright, WebDriver, Appium, and XCUITest for automated native app test runs in CI. - **2022**: Ran distributed load tests on Artillery + AWS Fargate to validate a successful Apache → NGINX migration. - **2021**: Designed a functional test framework in Playwright + TypeScript and extended it across 5 applications. - **2020**: Built an internal desktop API testing tool in Electron. - **2019**: Established a functional test framework in Cypress + TypeScript for a web-based LMS. ### Lead Automation Engineer (2018 – 2019) - **2018**: Engineered an automated test framework for OEM hardware OS deployment on devices running eye-tracking software. ### QA Automation Engineer (2017 – 2018) - **2017**: Developed browser plugins enabling E2E automation to run on Staging without server interruptions. ### QA Automation Engineer (2016 – 2017) - **2016**: Built a test framework for validating data sets migrated between SQL and Mongo databases. ### QA Automation Engineer (2015 – 2016) - **2015**: Created an E2E test-data generation tool in Java + Selenium for checkout-cart flow and inventory delivery tracking. ### QA Engineer (2014 – 2015) - **2014**: Developed a native-mobile-app test framework using pytest and Selenium. ### Software Test Engineer (2013) - **2013**: Built an E2E test framework in C# + Selenium for WebMD's web applications. ### QA Engineer (2012 – 2013) - **2012**: Established an E2E test framework in C# + Selenium and trained the QA team to write tests with it. ### QA Engineer Intern (2011 – 2012) - **2011**: Wrote stored procedures for data validation across SQL databases.