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Ask your video where things are. Every answer comes with the frame that proves it.
MRDoc gives AI coding agents on GitLab more or less freedom for each change. It scores the risk, tests the change on a small share of real traffic, and learns from what happens.
A safety inspector that looks twice.
Gitons - Evidence-backed merge safety for every change.
A CI drill and a GitLab Duo flow that prove a release can be rolled back before it ships, and open the fix merge request when it cannot.
Jharia's coal seams have burned since 1916. We track every fire from Landsat with OpenCV 5, project its spread 48 days out, and an agent closes threatened roads. A person reopens them.
Physics of AI in action.
An agent that measures a wound from a phone photo with OpenCV 5 on AWS, checks its own outline, coaches a better photo, catches a misprinted card, and asks a nurse when healing stalls.
The problem: Small e-commerce businesses pack orders manually. Missing items or incorrect product variants lead to extra shipping costs, returns, and unhappy customers.
Warrant gives AI agents evidence-based merge autonomy using GitLab Duo, mutation testing, security scans, trusted verdicts, canary releases, and an auditable ledger to determine each change's autonomy
Turn GitLab issues into tested changes and guarded releases, with risk-based human approval and an auditable deployment trail.
A camera that spots missing helmets and vests, saves every violation automatically with head and face areas blurred, and lets supervisors download logs as CSV or ZIP.
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.
