Projects.
§ 01/Work
Builds from the workshop.
Machine Learning

Jac Vision
Web platform that collapses VLM fine-tuning - dataset prep to inference - into a single workflow.
→

SPICE Evaluator
Dashboard that opens the SPICE captioning metric's black box - official scores plus the scene graphs behind them
→

Abutment Matching POC
3D geometry pipeline that automates prosthetic abutment selection from segmented dental scans
→

Word2Vec Galaxy
Interactive 3D word-embedding space - semantic neighborhoods and vector arithmetic you can stand inside
→

AICE Application
Multi-agent assistant that turns university research, cost analysis, and application planning into structured workflows
→

FastVLM Ablations
Extending Apple's FastVLM (CVPR 2025) with video fine-tuning and a real-time Windows inference engine
→

LLM Essay Evaluator
Essay grading on fully local models - structured multi-criteria feedback with DSPy and Ollama
→

API-Agentic-Chat
Chatbot that turns task-shaped questions into the right API endpoints, with traceable retrieval
→

CNN for Image Classification
Custom CNN vs four canonical architectures on MNIST - how much does architecture actually matter?
→

Hierarchical Demand Forecasting
12-week forecasts for 13,700 mostly-zero product series - segment routing, Croston, LightGBM, and honest evaluation
→
Hardware & Simulation

Smart Fan
Fan that finds you - face detection drives speed and aim from real distance and position
→

Maze Solving Robot
Autonomous robot that maps an unknown maze, survives a power cycle, and re-runs it by the shortest path
→

Snake Robot Simulation
Simulated snake robot with manual joint control and real-time casualty detection
→

ESP32 Medibox
Smart medicine box that reminds, monitors storage conditions, and physically protects its contents
→

Induction Motor Drive Simulation
Two scalar speed-control schemes on the same 4 kW motor - open-loop V/f vs closed-loop CSI, measured case by case
→
Software

Maze Runner
Pathfinding visualizer that shows each algorithm's personality - six solvers animated on mazes you draw
→

KARDS
Multiplayer card game with in-game voice chat - reached #4 in Top Free Card Games on Google Play
→

Warehouse Modular Project
Factory management system built as 10 integrated subsystems by a 50-developer team
→