Experience

My professional journey and career highlights

2025-09-01 - Present

MINDS Lab, Minnesota State University • Mankato, MN

▹Conduct research within a lab agenda spanning NLP, multimodal learning, and clinical AI; built the IEEE CAI 2026 multi-agent NL2SQL framework on sub-7B models running locally on consumer hardware for cost and privacy gains, while AEGIS-SQL (in prep) introduces the first differential-privacy guarantee for NL2SQL across 1,534 BIRD-dev queries.

2026-01-19 - 2026-04-17

ProjectPath.AI • Boston, MA (Remote)

▹Shipped an AI project assistant with corrective RAG (CRAG) and LLM function calling across 9+ tools, turning live project state into chat-driven querying, real-time guidance, and CRUD workflows instead of manual lookups.
▹Built the signal pipelines feeding 10+ project health metrics (blocked-task rate, velocity delta, stakeholder activity) into an evidence-based readiness framework, replacing subjective manual reviews with auditable scoring.

2025-05-19 - 2025-08-08

Amazon, RME - Decision Science Team (DST) • Bellevue, WA

▹Built the iAlert Mis-sort data pipeline end-to-end on AWS (Glue, S3, Redshift, CDK), ingesting work-order data from 97+ North America Amazon Robotics sites and classifying unstructured technician comments with Bedrock LLM to surface RME-controllable mis-sort patterns across the network.
▹Shipped a QuickSight dashboard tracking resolution, actionability, and true-positive rates for the mis-sort alerts across 97+ sites, replacing a monthly manual report with an automated daily refresh and giving operations leaders evidence-based visibility into program effectiveness.
▹Led an Amazon Managed Grafana rollout for the DS team, moving refrigeration telemetry from a 15-minute QuickSight refresh into a near real-time, zero-staging pipeline with SAML authentication, and shipped a POC dashboard for advanced refrigeration monitoring.
▹Explored solar inverter telemetry (Active Power) using Splight and authored an anomaly-model proposal aimed at surfacing hidden cost inefficiencies across fulfillment sites, feeding the team's next-quarter modeling roadmap.

2024-09-23 - 2024-12-20

Northflow Solutions, Inc. • North Mankato, MN

▹Built SQL views and optimized Oracle database queries, improving report generation performance by 30% and enabling faster BI analytics for internal stakeholders.
▹Developed RAG-based chatbot integrating LLMs with enterprise documentation to reduce developer search time by 70%.

2022-01-03 - 2023-07-21

Kenya Revenue Authority • Nakuru, Kenya

▹Automated daily revenue forecasting and ETL pipelines (Python, statistical models, Power Query), removing 3 hours per day of manual work for 300+ compliance officers, consolidating 5+ fragmented data sources into a single regional reporting standard, and lifting the regional data utilization index from 73% to 75%.