Portfolio
Projects
This page is organized around engineering signal: full-stack products, ML systems, backend/platform work, and agentic workflows with real implementation depth.
LiDAR Tiles
Slovenia CLSS LiDAR — Flood Susceptibility & Forest Health Map
A static geospatial web application and analysis pipeline built from Slovenia's official national airborne LiDAR dataset. Processes 81 Ljubljana-area tiles into flood-susceptibility, forest-coverage, land-classification, and high-risk-location overlays, then publishes the results as an interactive no-backend map on GitHub Pages.
Ownership
Geospatial data pipeline and visualization builder
Processed 81 national LiDAR tiles into deployable flood-susceptibility, NDVI, and ranked-risk map overlays for Ljubljana.
SaaS Product
Teserax - Graph-Based Research Agent
Solo-built production TypeScript SaaS research agent that turns linear LLM chat into a graph-based exploration space with branching, synthesis, tool calling, RAG over live web sources, async orchestration, typed API contracts, and graceful failure recovery.
Ownership
Solo-built graph-based research agent
Live TypeScript SaaS research agent with graph-based exploration, tool calling, live-source RAG, async orchestration, typed contracts, and graceful failure recovery.
Synchronized Frames
Solaris — Multiplayer Video World Model in Minecraft
First multiplayer video world model generating consistent first-person observations for two players simultaneously. NeurIPS 2026 submission. SolarisEngine data collection system captures 12.64M synchronized multiplayer frames. Checkpointed Self Forcing enables long-horizon training at reduced memory cost with 36% FID improvement. Multi-agent evaluation framework using VLM-as-Judge methodology. arXiv:2602.22208, NYU.
Ownership
Research engineering on data and evaluation systems
Solaris is a multiplayer video world model with 12.64M synchronized frames, multi-agent evaluation, and an arXiv paper listing Dhairya as an author.
Accuracy
Cloud NLP Classification on GCP
Production-ready multi-model text classification service with zero-downtime model switching, deployed on GCP Compute Engine. DistilBERT trained to 96.57% accuracy on a 24,783-sample dataset; 326+ test suite at 100% pass rate.
Ownership
Production ML service engineering
Multi-model GCP service with zero-downtime switching, 96.57% DistilBERT accuracy, and 326+ passing tests.
Accuracy
SliceWise — MRI Brain Tumor Detection & Segmentation
Multimodal MRI classification and segmentation model trained on BraTS dataset with shared encoder, achieving 91.3% accuracy and 97.1% sensitivity.
Ownership
End-to-end model design, evaluation, and automation
Shared-encoder multimodal MRI system with 91.3% accuracy, 97.1% sensitivity, and a productized training-to-demo pipeline.
Token Accuracy
PICO-LLM Research Pipeline
Modular LLM research pipeline (NYU CSCI-GA 2565) for training and evaluating K-Gram MLP, LSTM, and KV-cache Transformer architectures with 22+ experiment configs and rigorous cross-run analysis.
Ownership
Experimentation and evaluation pipeline engineering
Modular LLM research pipeline spanning K-Gram MLP, LSTM, and KV-cache Transformer architectures with cross-run analysis.
Project brief
Closed-Loop VLM Content Automation at CVS Health
Coverage Lift
Closed-Loop VLM Content Automation at CVS Health
Production workflow that generated image captions with a Hugging Face vision-language model, evaluated candidates with an LLM judge, and wrote back only improved outputs, raising catalog coverage by 18%.
Ownership
Applied ML workflow automation
Closed-loop image-caption pipeline using a Hugging Face VLM and LLM judge, raising catalog coverage by 18%.
Project brief
RAG Support Assistant at CVS Health
Ticket Deflection
RAG Support Assistant at CVS Health
Self-service RAG assistant over ticket history and internal documentation. The assistant deflected 16% of tickets and cut resolution time by 20% while fitting CVS enterprise platform constraints.
Ownership
Internal AI platform builder
Self-service RAG assistant over ticket history and internal docs that deflected 16% of tickets and cut resolution time by 20%.
Project brief
Testaro - Ensemble Quality Reporting
Approx. Rules
Testaro - Ensemble Quality Reporting
Node.js and Playwright-based ensemble testing/reporting work associated with CVS Health and published at ACM SIGACCESS ASSETS 2023. Testaro checks about 650 rules across 8 tools and generates unified reports across fragmented tool outputs.
Ownership
Quality platform and reporting infrastructure
Node.js and Playwright-based ensemble quality tooling connected to ASSETS 2023, covering about 650 rules across 8 tools.
Project brief
Atlas Overlay — NASA SpaceApps Challenge
Galactic Impact
Atlas Overlay — NASA SpaceApps Challenge
Construction planning tool leveraging NASA satellite imagery, terrain segmentation, and CV-based analysis. Awarded 1st Place — Galactic Impact at NASA SpaceApps Cleveland 2021 and Best Trine Research Project (Engineering Multi-Departmental) at Trine University's STEM Symposium.
Ownership
Prototype builder across CV and product framing
Award-winning terrain and construction-planning prototype using NASA imagery and computer vision analysis.
Project brief
Automatic Nerf Remote Sentry
Trine Senior Design
Automatic Nerf Remote Sentry
Senior capstone — fully autonomous Nerf turret with OpenCV-based real-time target tracking, motion prediction, and gyroscopic aiming on a Raspberry Pi 4. Trine University Robotics Senior Design (Mar 2021).
Ownership
Embedded vision systems developer
Autonomous NERF turret system with real-time tracking, prediction, face and gesture workflows, and remote dashboard control.