All Case Studies
Deep dives into architecture, logic, and results.
Computer Vision
Vision-Guided Impurity Removal
Operators remove impurities from molten steel by eye, with real costs whether they take too much or too little.
C++
Python
OpenCV
PyTorchExplore System Design
Computer Vision
Blast Furnace Vision & Analytics Platform
Furnace operators relied on aging cameras with no analytics, tracking instability events in spreadsheets after the fact.
C++PythonPyTorchOpenCVExplore System Design
Event-Driven Control
Pick-to-Light Packing Verification
Packing errors in an automotive kit warehouse were costing millions in annual warranty claims.
Python
FastAPI
SQLAlchemy
PydanticExplore System Design
Applied ML & Edge Inference
Port Traffic Intelligence Platform
A major port authority had no automated way to count or classify vehicles entering its facilities, relying on manual tallying at two high-traffic entrances.
Python
TensorFlow
TensorRTOpenCVExplore System Design
Computer Vision
Real-Time Fall Detection
A missed fall in an industrial or healthcare setting can cost critical minutes that determine the outcome.
PythonUltralyticsOpenCV
GStreamerExplore System Design