Jacob Stevenson
Research software engineer and AI consultant
I translate ideas and expertise into software that works: AI systems, search, websites, and mobile apps for researchers, startups, and the teams around them.
Projects and experience
Melody Search Index
Sept 2023 – nowResearch software engineer, BYU music research
- Solo-built a full-stack melody-similarity search, with OCR and RAG, over a 10k+ record dataset.
- Cut indexing time 99% (overnight to minutes) and query time 96% (minutes to seconds) for researchers worldwide.
- Presented the work at conferences in Texas, Salzburg, and Venice.
FMC Research Assistant
2026 – nowSearch for 19th-century French music press
- Built keyword and semantic search (PostgreSQL full-text, bge-m3 embeddings, reranking) over 4,033 documents and 16,574 pages, running on local GPUs.
- Retired AI-written answers at the scholars’ request; every result is a quoted, cited source page.
AI vs. human sentiment analysis
LLM evaluation for BYU religion researchers
- Built an LLM pipeline that codes newspaper articles on the researchers’ own schema and measures its agreement with human coders.
Yellowstone field guide app
2026 – nowOffline Android app for a BYU field course
- Building an offline field guide from a 40-page microbiology guidebook, checked by 1,243 automated content assertions.
Auto-cropper
Computer vision
- Automated cropping for 7k+ images: 25× faster, with 96% less manual editing for a team of five.
Biosignal research
Signal processing for “Evaluating EEG Monitoring of Standard TMS Intervention for Anxiety”
- Used FFT and statistical modeling on EEG and heart-rate data to separate state anxiety from trait anxiety.
All projects at jistevenson.com/work
Education
B.S. Computer Science, Brigham Young University
Coursework: advanced software construction, advanced programming, web programming, algorithms, computer systems, software design, systems programming, mathematical cryptography, and computer security.
Talks
- A Cohesive Look at RAG for Research · Venice, Italy · 2026
- Multi-faceted Strategies for MEI Corpus Building · IAML Congress · Salzburg, Austria · 2025
- Simplifying MEI for Searching Applications · Texas, USA · 2024
Skills
- Languages
- Java, C#, C and C++, Python, JavaScript and TypeScript, SQL
- AI and data
- LLMs, RAG, Vector embeddings, Semantic search, Elasticsearch, OpenCV, Signal processing
- Platforms
- AWS, Docker, Linux, Git, PostgreSQL, REST APIs, Android
- Exploring
- Cryptography, Zero-knowledge proofs, IoT, Neural networks, Integer programming
Also
English and Spanish. Eagle Scout, black belt, musician, DM, philosopher, zymologist, scuba diver, and former “World’s Youngest Person.”