Articles
Technical writing on data engineering, web development, and applied AI—plus the lessons learned along the way.
A Mathematical Perspective on RAG Systems for Clinical Decision Support
This article explores the mathematical foundations and implementation details of a Retrieval-Augmented Generation (RAG) system designed for clinical decision support, analyzing information retrieval algorithms, similarity scoring mechanisms, and caching strategies.
Digital Signal Processing and WebSocket Streaming for Clinical Applications
This article examines the mathematical foundations and engineering implementation of a real-time medical audio transcription system, exploring digital signal processing principles, audio encoding algorithms, WebSocket streaming protocols, and Voice Activity Detection.
Bayesian Inference and Structured Diagnostic Protocols for Medical AI
This article explores the mathematical and algorithmic foundations of an AI-powered clinical decision support system, examining Bayesian diagnostic reasoning, differential diagnosis ranking algorithms, and prompt engineering techniques for safety-first medical AI.
Part 2: Web Development & Production Deployment
We conquered the data extraction and geocoding challenges, recovering 98.8% of coordinates from corrupted PDF data. Now comes the exciting part: building a production-ready web application.
Part 1: Data Extraction & Geocoding Recovery
What began as a seemingly straightforward task—extracting data from a PDF document—quickly evolved into a fascinating journey through data extraction, geocoding, validation, and web visualization.