Amreena Pathan
AI/ML Engineer @Geico | AWS Certified Data Engineer | MSISOM(Data science) @University of Florida | EX-HCL
- Role
- Software Engineer (Ai Solutions) at GEICO
- Location
- Bellevue, WA, US
- LinkedIn followers
- 500 followers
About Amreena Pathan
I am an AI Software Engineer specializing in building LLM-powered systems, agentic AI…
Experience
Software Engineer (Ai Solutions)
Jan 2025 — Present · Chevy Chase, MD, US
Built a robust evaluation framework for Agent Assistant, an internal AI application designed to assist agents by answering customer queries using tool calling and defined core metrics such as Accuracy, Latency, and Time-to-First-Token (TTFT) for evaluating LLM-driven responses.• Designed synthetic test sets, programmatic evaluation pipelines, and backend log analysis to automate agent behavior testing and benchmark system performance.• Leveraged Retrieval-Augmented Generation (RAG) and Agentic AI architecture principles to assess and improve the system’s ability to invoke the right tools (APIs) during conversations.• Developed a full-stack web application for RPA-based claim processing using React.js, FastAPI, and PostgreSQL.• Integrated Kafka messaging, secure API calls, and dynamic UI features like filtering, pagination, and modular components for responsive performance.
Education
University of Florida - Warrington College of Business
Master's degree, Information Systems and Operational Management
Visvodaya Engineering College, Kavali
Electrical, Electronics and Communications Engineering
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