COMPUTER VISION / SPORTS / GAMING
Backgammon Game Validation.
A deterministic rule engine that validates backgammon move legality from computer-vision input and exports games to XG format.
Sports / Gaming
Eurasia
Computer Vision & Rule Engine
Founder’s freelance project
01 / THE CHALLENGE
The problem worth solving.
Checking every move in recorded backgammon matches by eye was slow and unreliable.
What the system needed to do
- Enforce full rule compliance with zero tolerance for illegal moves
- Deliver a working system within roughly one week
The real-world constraints
- LLMs can hallucinate rules in edge cases, which is unacceptable for tournament play
- Mapping raw CV coordinates to accurate board state
02 / THE SOLUTION
How it came together.
We combined a deterministic rule engine with an LLM fallback used only for genuinely ambiguous, non-rule-critical data, keeping the rules engine, not the model, as the source of truth.
Translate checker coordinates into a normalized board state.
Explore the architecture. This is an explanatory diagram, not a live production system.
03 / THE OUTCOME
What the work delivered.
- Deterministic rule checks for recorded moves
- Match export compatible with XG analysis tools
KEEP EXPLORING
Another problem. Another solution.
Gaming / Western Europe
Real-time Dice CV
- Problem
- Real-world dice rolls needed to be read fairly and verified before affecting the game.
- What we built
- A computer vision pipeline that detects, tracks, and reads dice rolls in real time, sending verified results straight to a Unity game server.
- Result
- Verified dice recognition in under 3 seconds
Owner-reported project results.
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.