Designed and deployed Python/FastAPI anomaly detection pipelines with async batch processing over an Elasticsearch store, scanning millions of production logs daily and reducing on-call triage time by 3+ hours/day for the SRE team. Built a REST API layer over an Elasticsearch vector store to correlate signals from AppDynamics, Jira, and GitHub into a single incident surface, eliminating cross-tool context switching and reducing MTTR across production pipelines. Increased anomaly‑classification precision through iterative prompt engineering and automated test harnesses that closed critical coverage gaps in CI/CD pipelines, reducing false positives by ~40%. Monitored production health with Grafana dashboards and performed Kubernetes pod restarts to restore degraded services and minimize recovery time.

Software Engineer Intern (16-Month Co-op) at Celestica

May 1, 2024 - August 1, 2025

Delivered C# and .NET SPC dashboards across Agile sprints, giving 150+ engineers real-time visibility into quality deviations. Led migration of SPC infrastructure to Azure Cloud, reducing on-prem hosting costs by 30%, and built a Python license utilization monitor that recovered 18% of idle Siemens Valor seats. Sustained 24/7 factory uptime by triaging and resolving 47+ production-critical bugs across distributed services under strict SLAs, coordinating fixes with cross-functional engineering teams.

Software Engineer Intern at Weston Foods

January 1, 2023 - December 1, 2023

Engineered automated SQL ETL pipelines processing 2,000+ orders/month, eliminating manual data entry and raising supply chain reporting accuracy above 95%. Partnered with finance and supply chain teams to trace ERP-to-reporting data mismatches, cutting reconciliation discrepancies by 25% and reducing month-end close errors.