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Contra - A professional network for the jobs and skills of the futureOptimize Retail QC with Vision-Cart V2's Edge AI Dashboard

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Medhansh Singh

• Feb 5

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

Full Stack Development FastAPI Ollama React

Yash Bindal

• Feb 28

I love Dashboards, Designed and Engineered full ERP

Design Engineering Tailwind CSS React

Abhiram Tinguria

• Feb 28

Clean structure. ERP dashboards get complex fast — especially with filtering, exports, and real-time metrics. Curious how you handled data fetching and state management at scale?

Adam Muflihun

pro

• Mar 1

framer component practice, spotlight effect on hover

Framer React Figma

Stephen Jude

• Feb 28

Most avatar builders are just static pictures. For the #FigmaMakeathon, I used Figma Make to build a character that actually feels alive. https://patio-thorn-71742756.figma.site It’s not just about clicking buttons; it’s about how it feels to use it:

👀 It Watches You: The eyes and face follow your mouse cursor around the screen.

🎲 Shake to Shuffle: Want a random look? Just shake your mouse back and forth to roll the dice.

⚛️ Real Code, Not Just Pics: It doesn't just save an image. It gives you the actual React code and Lottie animation files so you can use them in your app immediately.

Completed work