Hi, I'm Sheldon ๐
Projects
Building AI/ML systems and developer tools that solve real-world problems
OutScan โ Pandemic Early Warning System
AI/GenomicsServerless genomic surveillance prototype built for the AWS Lambda Hackathon, exploring whether AI clustering could flag novel viral variants 6โ8 weeks earlier than traditional methods. Replayed against historical Omicron data, the pipeline reached 42-day early detection. Built with a 100% serverless architecture using dependency-free ML clustering and Bedrock AI risk assessment.
๐ $0.23/million vs. $8,200 HPC cost, 42-day early Omicron detection in historical replay, WHO-report-format alerting
SwiftQC
Swift TestingModern property-based testing library for Swift 6+ that unifies QuickCheck and Hedgehog concepts. Features composable generators, intelligent shrinking to minimal counterexamples, and full stateful/parallel testing support.
๐ Finds edge cases automatically, shrinks failures to minimal examples for faster debugging
Git-When CLI
Developer ToolsTemporal, fuzzy-searchable CLI for Git logs. Supports natural filters (--who, --when, --what, --path), glob matching, and exports in table, JSON, CSV, or Markdown. Pushes filtering into Git itself rather than parsing full history in JS.
๐ 1.9โ7.7ร faster than naive full-history parsing depending on filter selectivity, benchmarked against Wasmtime's 16,900-commit history
ResilientFlow โ AI Disaster Response System
AI/CloudBuilt for a Google ADK hackathon submission to demonstrate multi-agent coordination for disaster response. A central orchestrator directs 5 specialized agents (satellite imagery processing, impact heat-map generation via BigQuery GIS, OR-Tools resource-allocation optimization, and multilingual alert drafting), targeting sub-2-minute end-to-end response.
๐ 5-agent orchestration with conditional severity logic, sub-2-minute target response time, live Slack/Twilio alert integration
Music & Community
Building platforms that connect creators and foster artistic collaboration
Music Production Community (50k+ Members)
CommunityFounder of one of the largest music production communities, fostering collaboration between artists, producers, and engineers. We've facilitated thousands of collaborations and helped launch careers in the music industry.
๐ 50,000+ members across 50+ countries
Recent Tracks
Exploring the intersection of AI and music production through algorithmic composition and sound design.
About
I'm a Computer Science student at Western Governors University. I like building systems and tools that make powerful, expressive computing easier to reach: property-based testing, git tooling, and small pieces of AI/ML infrastructure.
Most of what I build sits at the intersection of machine learning, programming language tooling, and creative technology. I'm drawn to platforms that don't get much tooling attention yet, like edge compute and native developer workflows.
I care about the gap between a research idea and something someone can actually pick up and use, and I try to build things that close it.
Current Areas of Interest
- โข Making advanced ML and numerical computing more accessible
- โข Developer tools that improve reliability, observability, and iteration
- โข Program synthesis, layout generation, and code automation
- โข Privacy-aware systems for edge and cloud inference
- โข Creative platforms that merge usability with technical depth
Contact
Let's discuss collaboration opportunities, research, or just connect
Interested in collaboration, research opportunities, or just want to discuss the latest in AI/ML? I'd love to hear from you.
๐ก Quick response: I typically respond to emails within 24-48 hours. For urgent matters, feel free to reach out via LinkedIn.