Vision-Cart V2: Neural Intelligence Platform Developed
Medhansh Singh
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Posted Feb 5, 2026
Vision-Cart V2: Neural Intelligence Platform Developed a high-end Visual Auditing dashboard for retail and industrial quality control. Unlike basic classifie...
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Mar 28, 2025 - Ongoing
Vision-Cart V2: Neural Intelligence Platform
Developed a high-end Visual Auditing dashboard for retail and industrial quality control. Unlike basic classifiers, this system performs Deep Feature Extraction—calculating metrics like caffeine content (mg), volume (ml), and shelf fill-levels.
Edge-AI Mastery: Optimized to run Ollama (Moondream) locally on restricted hardware (2GB VRAM), ensuring total data privacy.
Industrial UI: Built a 'Nuvion-Black' interface with real-time scanning animations and a horizontal Bento-grid for system vitals.
Business Logic: Integrated a 'Neural Suggestion' engine to turn visual scans into automated inventory and QC decisions.
Tags: #ComputerVision #EdgeAI #React #FastAPI #MachineLearning