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StudBud reads your handwritten homework exactly as written, mistakes included. Then Pip, a pixel-art tutor, quotes your own line back and asks one question, so you spot the fix yourself.
AI that watches every campus camera, spots a weapon, checks it with IBM Granite Guardian and BeeAI, then calls 911 by itself with facts it can see, and follows the threat camera to camera.
OpenCV 5 spots a person who may have fallen; an agent decides what to look at next; a human makes every call.
An OpenCV 5 agent that finds trip and slip hazards, checks its own evidence, and asks a person before raising an alert.
Optimize your backpack for a weeks worth of outfits 🦦
Design every surface as a key
A CNN trained from scratch on real breast-ultrasound images, with Grad-CAM heatmaps showing exactly where it looked — explainability you can see.
AI-powered mobile multi-model object detection for field and military surveillance
An extension to paint in Krita with your hand resting: no stylus, no grip, no pinch. A camera tracks your hand or head, smooths out tremor and moves the pointer. Your voice and buttons do the rest.
An agentic/conversational medication dispenser that ensures every dose is taken while proactively keeping caregivers informed.
A camera watches for falls and alerts family on a live dashboard. Built for parents living alone, and the video never leaves the camera, only the alert and one snapshot.
An education LMS engine to centralize education in a school.
Patients on a ventilator are awake but can’t make a sound. Verba reads their lips on a phone and speaks for them in their own voice. We’re not replacing their voice. We’re giving it back.
A wristband that knows what's going on in a crowd at all times, helps keep people safe, and helps them find each other again after the event
RecallAI is an AI agent on camera glasses that finds lost things, from keys left behind to friends you’ve lost touch with. (Hackathon build: Logitech camera + laptop.)
Imagine seeing your friend’s favorite toy and wishing you had it. With Brassprint, you snap one photo, and it guesses the hidden side to create a 3D-printable model in just seconds.
Dine Smarter. Serve Better. AI-powered restaurant management system
Choose the object, gaze-controlled robotic grasping.
An AI eye-habit coach that fixes the habits straining your eyes without breaking your focus.
Hears your tone. Changes its own
What if every scrap had a second chance?
An OpenCV 5 agent that inspects workstation photos, corrects and re-inspects what it doubts, and escalates to a human instead of guessing — every verdict ships with evidence and a full decision trace.
Evidence-linked movement screening from any camera, explained by Coach K, a grounded voice coach. Real pose, phases, biomechanics and cited research. Screening support, not diagnosis.
Transforms ambient home cameras into a touchless radar for seniors: detects disorientation loops and falls, measures pulse through the air, and illuminates pathway lighting with zero wearables.
