Devpost
Participate in our public hackathons
Devpost for Teams
Access your company's private hackathons
Grow your developer ecosystem and promote your platform
Drive innovation, collaboration, and retention within your organization
By use case
Blog
Insights into hackathon planning and participation
Customer stories
Inspiration from peers and other industry leaders
Planning guides
Best practices for planning online and in-person hackathons
Webinars & events
Upcoming events and on-demand recordings
Help desk
Common questions and support documentation
Sort by:
A hands-off DevSecOps agent for GitLab. One issue in: a new project that is tested, scanned, staged, validated and live, on a standard learned from every project you already have.
Voice guidance for blind visitors in any building, after two volunteers walk it with their phones for 15 minutes. No beacons; 1.4 cm on benchmark video.
Tell a camera its job in Uzbek, Russian or English. Ko'z builds it from OpenCV 5 blocks, tests and fixes itself on live frames, blurs faces, and stops when it sees a toilet or bed.
RoadGuard AI uses OpenCV and AI to detect potholes and road cracks, assess damage, and generate location-based repair reports, helping authorities improve road safety.
Every merge request earns its own level of autonomy from evidence, and loses it exactly where production proves it wrong.
Write agent workflows the way you'd say them.
OpenCV 5 visual inspection on AWS: compare a product with its reference, flag visible changes, explain each step, and save evidence with a human review decision.
Supercharging Nemotron inference: 2x faster, 60% leaner, zero quality loss.
CrowdShield AI uses computer vision to detect people, monitor crowd density, and identify congestion risks, helping authorities respond faster, prevent stampedes, and protect lives.
A Qloo-grounded cultural translation agent for expats — find the living equivalent of your home taste in your new city, in Arabic and English
A decision-support app that estimates whether a university student will drop out, stay enrolled, or graduate, and shows how early each prediction can be made.
A bird and a drone look the same at 30 fps. Only the drone hums. Event cameras + OpenCV 5 on COOL/Graviton4 confirm drones by propeller hum: 25% fewer false alarms, same recall.
A fraud-detection pipeline and analyst dashboard that scores every payment transaction for risk and explains every score.
Green CI isn't proof. TestProof plants realistic bugs in every merge request and has GitLab Duo agents write, and prove, the tests that catch them.
Help small workshops without vibration sensors spot changes in machine vibration using a slow-motion phone video—and know when a closer inspection is needed.
A GitLab Duo flow that drafts the release after a green main pipeline — version, changelog, Release MR — and stops at two human gates.
Retry is not a review. Flake Court reruns every failed test alone, quarantines a flake for seven days, and leaves a real bug red.
Predict industrial collisions before they happen. SENTINEL ZERO uses OpenCV 5, multi-camera spatial tracking, and uncertainty-aware risk forecasting to visualize hazards in a simulated workcell.
A camera that forecasts landslides: OpenCV 5 measures ground creep to 0.005 px, forecasts the failure window, an AI agent re-checks it, and a person decides.
An AI QA teammate in GitLab that traces every change across repos, writes the missing tests, and asks a human before anything risky ships.
Guides the move-out photo back to the exact move-in shot, then flags only real changes for landlord and tenant to review. Built on OpenCV 5 and AWS.
Satellite intelligence for a changing environment.
Dashcam video → OpenCV 5 measures every pothole in m² → an AI agent drafts repairs → a human approves → the next drive verifies the fix. Live on AWS with Amazon Nova.
CLEARPATH: an AI that looks before it leaps. CLEARPATH is the school-safety AI that refuses to evacuate on a single detection: it gathers visual evidence, measures its own uncertainty.