ARI+THE+SCIENTIST
Applied AI · Data Science · Immersive Systems

AppliedIntelligence,Engineered.

UHPC Bridge Beam Testing
GenAI BI Chatbot
Stock Forecasting
Statistical Impact Analyzer
Brain MRI Segmentation
Synthetic Image Data Generator
Lincoln Legal AI
Image Diagnosis
UHPC Bridge Beam Testing
GenAI BI Chatbot
Stock Forecasting
Statistical Impact Analyzer
Brain MRI Segmentation
Synthetic Image Data Generator
Lincoln Legal AI
Image Diagnosis

Data science, LLM systems, forecasting and immersive interfaces.

See the work ↓Get in touch →
№ 02 / VOIR INC.Est. MMXXVI

Voir builds tools for spatial intelligence.

A research framework, a public instrument, and a camera-first app. Three ways into the same question: how does intelligence become situated in the physical world.

About Voir  →voirhq.com  ↗
Classical marble statue seen through the Voir cameraDigital object placed in physical spaceAR wayfinding through a transit hubVoir identifying a sculpture through the cameraBody tracking during athletic movement

Frames from voirhq.com · Voir app in the field

  1. Framework01

    Prysm

    Research framework organizing spatial intelligence into seven lenses: perception, measurement, embodiment, memory, simulation, presence, and human spatial experience.

    Read on voirhq  ↗
  2. Instrument02

    Spectrum

    Unity-based synthetic data generator for computer vision. Free Windows app, ~100 images / minute, PNG + JSON metadata per render. For research where samples are scarce.

    Read on voirhq  ↗
  3. App03

    Voir

    Camera-first spatial intelligence: identify, measure, understand, overlay, remember. Six modes: Visual Intelligence, SpaciAR, TrainAR, TranslatAR, NavAR, CountAR. Built with an accessibility-first posture.

    Read on voirhq  ↗

Selected work.

  1. 01Research

    UHPC Bridge Beam Testing

    Ultra-High Performance Concrete Monitored with Digital Image Correlation

    Instrumenting Ultra-High Performance Fiber-Reinforced Concrete (UHPFRC) and conventional HPC bridge beams with Digital Image Correlation to trace strain fields, neutral-axis migration, and failure to 84 kips. Carried out at New Mexico State University with funding from NSF award HRD-1202008 through…

    Open project  →
  2. 02Live Demo

    GenAI BI Chatbot

    AI-Powered Data Insights & Recommendations Tool

    Discover actionable insights and recommendations from your data with this AI-powered tool. Simply upload your dataset, ask natural language questions, and receive in-depth analysis within seconds. Whether you’re seeking insights on sales performance, customer segmentation, or product profitability,…

    Open project  →
  3. 03Live Demo

    Stock Forecasting

    Sentiment Analysis & 7-Day S&P 500 Forecast

    A web app built to visualize the sentiment analysis of tweets, data trends, and the 7 days forecast of the S&P 500 companies. The purpose of this research is to build a model that can efficiently predict a company’s Adj. Close price for the next 7 days.

    Open project  →
  4. 04Live Demo

    Statistical Impact Analyzer

    Discover actionable insights and recommendations from your data with this AI-assisted statistical tool. Upload your dataset (or use the built-in demo), run quick EDA, robust causal inference, and predictive modeling—then review clear, business-ready insights within seconds. Whether you’re evaluating…

    Open project  →
  5. 05Live Demo

    Brain MRI Segmentation

    Using The U-Net Architecture

    AI-Powered MRI Segmentation Tool. Experience the power of AI in medical imaging with this MRI Segmentation Tool. Upload your brain MRI scans, and let the AI model accurately segment regions of interest for enhanced diagnostic support in seconds. Designed for healthcare professionals, researchers, an…

    Open project  →
  6. 06Live Demo

    Synthetic Image Data Generator

    This innovative tool significantly enhances the data augmentation process by generating diverse and realistic synthetic datasets to revolutionize computer vision model training. It plays a pivotal role in advancing the accuracy and efficiency of cutting-edge computer vision models such as ViT and YO…

    Open project  →
  7. 07Live Demo

    Lincoln Legal AI

    Legal Documents Summarizer & Audio Generator

    Effortlessly navigate complex legal texts with this cutting-edge AI tool. Simply upload your legal PDF or DOCX documents, and receive concise, accurate summaries along with audio narrations in just seconds. Whether you’re a legal professional, student, or enthusiast, this solution streamlines the pr…

    Open project  →
  8. 08Live Demo

    Image Diagnosis

    Lung Diseases Diagnosis Using Deep Learning

    A web application that uses computer vision analysis to diagnose and distinguish between Pneumonia and COVID-19 using the VGG19 deep learning algorithm. The purpose is to build a classifier that can correctly distinguish between Pneumonia and Covid-19, motivated by the 100,000 deaths per year due to…

    Open project  →
  9. 09Research

    Accident Classifier

    A simple web app that helps identify the cause of an accident using the XGBoost machine learning algorithm. The goal is to analyze Chicago car accident reports in order to classify the primary cause of an accident.

    Open project  →
The NotebookVol. I · Papers & long reads09 entries
Feature · 3 min read

AI-Driven MRI Brain Segmentation Using U-Net Model

Read the paper  →

A long-form entry from the practice notebook. Process, method, and reflection.

  1. 028 min

    Testing UHPFRC Bridge Beams with Digital Image Correlation

  2. 034 min

    Automated Summarization and Audio Generation of Legal Documents Using Transformer Models

  3. 044 min

    AI-Powered Data Insights and Recommendations Tool: A Comprehensive Approach

  4. 0519 min

    Synthetic Data Generation for One-shot/Few-shot Image Synthesis: A Comprehensive Approach

  5. 062 min

    Zillow’s Forecasting Model: Zestimate

  6. 072 min

    Diagnosing Pneumonia Using Deep Learning

  7. 085 min

    Tesla’s Race Towards Level 5 Autonomy

  8. 092 min

    Netflix’s Aesthetic Visual Analysis