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Case Studies

Selected projects showcasing production-grade AI systems — from complex document extraction to evaluation infrastructure.

  • Investment Data Extraction Pipeline

    Automated extraction replacing a 3-7 person manual workflow for a VC fund. Multi-stage LLM architecture achieving 94% accuracy across 690 complex entities with zero hallucinations.

  • RAG Evaluation Infrastructure

    Systematic measurement layer for an enterprise search assistant. Calibrated LLM-as-a-judge framework with CI/CD regression testing using cost-efficient OSS models.

  • Medical Document Intelligence

    Production-grade extraction and evaluation system for clinical lab results and doctor reports. Handling real-world document complexity: inconsistent formats, handwriting, multi-page reports.

Hobby Projects

Side projects, experiments, and tools built for fun or personal use.

  • AI Shop Assistant — Concept Demo

    A 2-hour prototype demonstrating AI-powered product recommendations — from natural language input to explainable results with feedback loops.

  • Trivi — Side-Brain for Trivial Tasks

    A tiny 20KB PWA that removes friction from quick lookups — instant translations to multiple languages, explanations, bash commands, and direct answers. Open source.