Project 990
Jan 2026 - Present
AI Engineer
Designing and productionizing a multi-stage LLM pipeline on HPC that generates mission statements for 175,000+ nonprofits from IRS Form 990-EZ data, powering downstream analytics and grantor–grantee matching.
- –Designed and deployed a 3-stage LLM pipeline on HPC using Mistral-7B for generation and Gemma-7B for evaluation across 175,000+ nonprofits.
- –Built a fallback architecture integrating organization descriptions and grant-purpose data, raising mission-statement coverage from 50% to 93.5% across 163,700+ organizations.
- –Productionized the pipeline with Slurm job scheduling, fault-tolerant checkpointing, and a config/model-agnostic design for end-to-end automated execution.
LLMs · HPC · Slurm · Mistral-7B · Python




