NM-1_MISSIONβ–Œ

All Projects

A comprehensive survey of every charted world β€” each one a real project, shipped or in flight.

Lingleβ„’

Active Development

Class M // Language World

Writing-first language learning platform with fine-tuned AI models delivering unmatched accuracy. Partnering with regional schools to accelerate learning for all students.

6+Teachers
2+Schools
2Languages

ExtemPT

Model Fine-tuning

Gas Giant // Rhetoric System

Generative AI platform for competitive speech prep with agentic tooling and advanced internet search capabilities. Complete comprehensive website for extemporaneous speech preparation.

250+Speeches
550+Hooks & Intros
94%Success Rate

EPCarpool

πŸ† 1st Place Winner

Earthlike // Sustainability World

Sustainability platform reducing single-car travel for school events by an order of magnitude. Allows event hosting and carpool registration. 1st Place Hackathon Winner 2023.

26.4kgCO2 Reduced
400+Students
50+Events

Planet Beach

πŸ† 1st Place Winner

Shoreline World // Cleanup Ops

iOS app gamifying trash cleanup with computer vision for impact measurement. Connects individuals with popular cleanup locations and calculates environmental value. 1st Place Hackathon Winner 2024.

250+Fine-tune Images
93%Reliability
20+Locations

Autism Emotional Microexpressions

Research Phase

Nebula // Under Survey

Research designing computer vision system to detect nonverbal visual cues for individuals on the autism spectrum. Independent dissertation under university-level mentorship.

~Accuracy
~Data Points
~Models

Aisle Product Camera Identification

Production Ready

Crimson World // Retail Vision

AI-powered system that automatically identifies and catalogs products in grocery store aisles using computer vision and NLP. Combines YOLOv10 object detection with Claude AI vision for comprehensive product recognition from aisle photographs.

90.7%Accuracy (mAP50)
90.2%Precision
83.8%Recall

Smart LMS Scheduling Widget

Deploying School-wide

Ice World // Schedule Ops

Intelligent assignment pacing system for Eastside Prep's Learning Management System. Optimizes student workload distribution and reduces burnout by analyzing assignment patterns and suggesting optimal scheduling for the entire student body.

400+Students
35%Stress Reduction
28%Efficiency

Astrophotography

Ongoing Survey

Observatory // Deep Sky & Solar System

Astrophotography captured firsthand. Galaxies, a globular cluster, planets, lunar detail, sunspots, and star trails recorded through long integrations and telescope eyepiece imaging.

16Gallery Frames
24hDeep-sky Data
4Gallery Sections
Open Gallery β†’

BloomFilterEmails

Open Source

Emerald World // Data Structures

Java implementation demonstrating Bloom Filters and Trie data structures for efficient email processing and filtering. Combines probabilistic and deterministic approaches for optimal performance in email validation systems.

2,000+Email Dataset
O(k)Time Complexity
MinimalFalse Positives