Ankit Maheshwari
About Speaker
Ankit Maheshwari
Associate Principal Engineer
Nagarro
I am deeply passionate about driving quality and continuous improvement in software development processes. I thrive in dynamic environments where learning and adapting are key to success. With a strong commitment to fostering collaboration, I ensure that my team is equipped with the best Automation tools and practices to deliver exceptional results. I’m always eager to expand my knowledge and stay ahead of industry trends, empowering my team to achieve both individual and collective excellence.
More Speakers
Topic – AI‑Driven Test Retry Optimizer: Explainable, Data‑Driven Retries for Faster, More Reliable CI Pipelines
Flaky tests and transient infrastructure issues force QA teams to spend significant time on manual re-runs, hide real regressions, and delay releases. Traditional pass/fail heuristics do not differentiate between genuinely broken tests and transient failures, increasing noise in CI pipelines and weakening developer confidence.
This session presents a practical, production-ready AI-driven Test Retry Optimizer that uses historical execution behavior to make explainable, risk-aware retry decisions. The solution is lightweight, uses SQLite for data storage, and integrates seamlessly with existing pytest-based automation frameworks.