Pandas

High-Performance LLM Pipeline for Startup Evaluation: Architected and built a comprehensive LLM pipeline system at PitchFact that processes 500+ PDFs weekly for startup evaluation purposes. The challenge involved creating a system that could store PDF documents, extract relevant information using Claude LLM integration, and fill out evaluation forms with structured outputs. Successfully implemented FastAPI architecture that references local storage for each company, enabling the TypeScript application to efficiently process information from multiple sources and generate resulting PDFs with clear documentation of the LLM's processing steps and attribute changes throughout the pipeline.

Sub-Minute PDF Processing Optimization: Developed performance optimizations that enable employees to process approximately 100 PDFs per day, with each file taking less than one minute to complete the entire pipeline. This required strategic specification of document requirements, advanced prompt engineering to ensure Claude LLM provided accurate extractions from input documents, and creation of structured output formats that facilitate easy form completion while maintaining transparency about model-generated content.

GhostScript and WebView Integration Solution: Implemented a comprehensive solution using GhostScript for PDF flattening and WebView components for seamless PDF downloading within the TypeScript application. This integration solved the challenge of processing complex PDF documents while providing users with an intuitive interface for accessing completed evaluation reports, demonstrating ability to integrate multiple technologies for cohesive workflow solutions.

Multi-Source Information Processing System: Created a system that efficiently processes and integrates information from both public and private sources to generate comprehensive startup evaluation reports. The FastAPI architecture enables employees to quickly access processed information and set up meetings with startups, demonstrating understanding of business workflow requirements and technical implementation of information aggregation systems.