COMPUTER VISION / GAMING
Dice Vision System.
A computer vision pipeline that detects, tracks, and reads dice rolls in real time, sending verified results straight to a Unity game server.
Gaming
Western Europe
Computer Vision
Founder’s freelance project
01 / THE CHALLENGE
The problem worth solving.
Real-world dice rolls needed to be read fairly and verified before affecting the game.
What the system needed to do
- Detect and classify each roll within 3 seconds
- Hold high accuracy with a minimal training set
- Keep communication with the Unity server reliable under load
The real-world constraints
- Only ~101 training images available
- No generative AI permitted in the decision path
- Real-time latency budget left little room for error
02 / THE SOLUTION
How it came together.
We built a modular, deterministic CV pipeline and used AI only for non-critical augmentation. Movement detection triggers a YOLO pass, which feeds a tracking layer and a classification stage, with verified results posted to Unity over REST.
Detect movement in the camera feed and start a new roll event.
Explore the architecture. This is an explanatory diagram, not a live production system.
03 / THE OUTCOME
What the work delivered.
Results reported by the project owner. Outcomes vary by workflow.
- Verified dice recognition in under 3 seconds
- Stability checks before reporting each roll to Unity
- No generative AI in the critical decision path
KEEP EXPLORING
Another problem. Another solution.
Sports / Gaming / Eurasia
Backgammon Validator
- Problem
- Checking every move in recorded backgammon matches by eye was slow and unreliable.
- What we built
- A deterministic rule engine that validates backgammon move legality from computer-vision input and exports games to XG format.
- Result
- Deterministic rule checks for recorded moves
Visa & immigration services / Eastern Europe
Visa Application Automation
- Problem
- Agents retyped passport and document data into multiple application forms. A single typo could delay or derail an application.
- What we built
- Passport and document extraction that prepares visa forms automatically, leaving staff to review instead of retype.
- Result
- 20 to 30 minutes saved per application
Illustration at $20 per person-hour. Application volume is not assumed. Before project and running costs.
Owner-reported project results.
YOUR NEXT CHAPTER
Something great
starts with a conversation.
Bring one repetitive process. We’ll discuss the time it takes, what could be automated, and the next step that fits your business.
30 minutes. One workflow. No obligation.