Work
All 23 projects since 2020, from research papers and production systems to computer vision, generative AI and developer tooling, each with its metrics, stack and source links.
23 projects
- Interpreting Latent CoT Reasoning as Dynamical Systems
Mechanistic interpretability paper, ICML 2026 FoGen Workshop poster
Research
Feb 2026 to May 2026
8,792
GSM8K samples
- SkipLegal: multi-agent H-1B document intelligence
Production system for Crossing, Data Science GQP MVP
Production system
Aug 2025 to Dec 2025
3 to 4 days down to 5 to 10 min
Review time
- Einstein Vision: 3D scene reconstruction for autonomous driving
Perception stack plus TensorRT inference optimization
Computer vision
Mar 2025 to Apr 2025
+50%
3D placement accuracy
- MADWE: Multi-Agent Diffusion World Engine
Real-time game asset generation with optimized GPU inference
Generative AI
Mar 2025 to Aug 2025
120
Assets per minute
- TumorLytix: unsupervised brain tumor detection and segmentation
CycleGAN plus diffusion on 65,072 MRI images
Computer vision
Oct 2024 to Dec 2024
65,072
MRI images
- Scene Mood Classifier: one container, three clouds
Multimodal classifier shipped as an operated MLOps platform
MLOps
Aug 2025 to Dec 2025
3
Clouds from one image
- FairPrep: fairness-aware human feedback for table unionability
Co-first-author paper submitted to DASHSys 2026
Research
Jan 2025 to May 2026
60
Annotators
- Where does physics live in vision encoders?
Spatial probing and LoRA ablation of VLM physical reasoning
Research
Mar 2026 to May 2026
3
Vision-language models
- Medical Triage HIL: confidence-aware LLM triage
Human-in-the-loop emergency severity prediction
LLM systems
Jan 2025 to Aug 2025
+20%
Triage precision
- AutoGit-AI: VS Code extension with secret scanning
Shipped on the VS Code Marketplace
Developer tooling
May 2025 to present
10+
Secret pattern families
- VIO: deep visual-inertial odometry via multimodal fusion
Camera plus IMU fusion with a Transformer encoder
Computer vision
Mar 2025 to May 2025
-31 to -34%
RMSE ATE vs vision-only
- RoboFusion: ML-driven sensor integration for motion control
Gesture-controlled robotic arm on ROS2
Robotics
Sep 2024 to Dec 2024
93%
Gesture recognition accuracy
- Buildings Built in Minutes: structure from motion and NeRF
Classical reconstruction of WPI Unity Hall and neural rendering
Computer vision
Feb 2025 to Mar 2025
1.75 to 1.01 px
Reprojection error
- TrendED Pathfinder: career recommender
NLP role matching and skill-gap learning paths
NLP
Sep 2024 to Nov 2024
10,000+
Job descriptions
- RealmWeaver-AI: procedural game asset generator
Stable Diffusion, CVAE-GAN and Wave Function Collapse for Unity
Generative AI
Mar 2025 to Apr 2025
32.4
FID
- SASRec sequential recommender
Transformer next-item ranking in PyTorch
Machine learning
Apr 2025 to May 2025
0.3166
nDCG@10
- Eigenfaces and latent face generation
Probabilistic PCA versus beta-VAE
Machine learning
Jan 2025 to Feb 2025
95%+
Variance retained
- Behavioral cloning in Atari Pong
Imitation learning with a 3-layer CNN
Reinforcement learning
Sep 2024 to Oct 2024
87.55%
Test accuracy
- Map.AR: augmented reality navigation assistant
Indoor and outdoor AR wayfinding, TECHVED sponsored
Augmented reality
Jan 2021 to Jan 2022
90%+
User satisfaction
- Real-time sign language detection
Custom SSD object detector
Computer vision
Apr 2021 to Oct 2021
SSD
Architecture
- Real-time face mask detection
MobileNet SSD on live video
Computer vision
Nov 2020 to Mar 2021
MobileNet SSD
Backbone
- BookADDA: peer-to-peer book rental platform
Full-stack web app for students
Web
Jun 2020 to Nov 2020
4
Team size
- shreyaboyane.dev: this site
Content-graph-driven portfolio with a depth-map hero
Web
Feb 2026 to present
23
Project pages