Reviewing
Peer review
Available to review for AI-driven testing, defect prediction, and empirical software-engineering tracks at ICSE, FSE, ASE, ICST, ISSTA, MSR, and EMSE.
Open source
Reproducibility champion
Public reproducibility bundles for every paper. Active maintenance of the experimental pipelines used by Papers A–F.
Mentoring
Practitioner mentorship
One-to-one mentoring for QE engineers transitioning into ML-for-software-engineering roles — with a focus on calibration, threats-to-validity, and honest empirics.
Community
Local meetups & workshops
Hands-on workshops on risk-based testing, LLM test generation, and AI governance for testing teams.