The Problem
Every major board game has had its AI moment. Chess had Deep Blue. Go had AlphaGo. Poker had Pluribus. Scrabble has been waiting for thirty years.
The AI models that pass the bar exam and write working code? They can barely play Scrabble at a beginner level. They can't count the letters in their own input. They can't read a board. They confidently play words that don't exist.
What We're Building
Word Freak combines a high-performance Rust engine — finding every legal move on a board in under three milliseconds — with a neural network trained through millions of games of self-play. The same technique that produced AlphaGo, applied to the world's most popular word game.
We're also building a benchmark that exposes where frontier AI breaks, a coaching tool that helps competitive players improve, and a narrative that ends with the greatest player who ever lived facing a machine that taught itself to play.
| System | Type | Rating | Status |
|---|---|---|---|
| BestBot | Engine · CNN + Monte Carlo | ~2,431 | Current SOTA |
| Nigel Richards | Human | ~2,200 | The GOAT |
| Quackle | Engine · Classic | ~2,100 | Legacy standard |
| GPT / Claude / Gemini | LLM | ~800 | Can't count letters |
| Word Freak | Engine · Neural + RL | TBD | Training... |
The Goal
“He memorized the entire French Scrabble dictionary — 386,000 words — in nine weeks. He doesn't speak French. Then he won the World Championship.” — On Nigel Richards, the greatest Scrabble player who ever lived
Word Freak's ultimate goal is a formal match against Nigel Richards — Scrabble's AlphaGo moment. A best-of-fifty series between a machine that taught itself to play and the most dominant competitor in any game, anywhere.
But first, we have to beat the best engine. And before that, we have to prove that iterative self-play reinforcement learning can surpass thirty years of classical Scrabble AI.
The Journey
The Engine
Rust GADDAG engine. Every legal move in under 3ms. 1,500+ games per second.
The Benchmark
ScrabbleBench 2.0. Four tiers testing vocabulary, spatial reasoning, strategy, and full gameplay across four frontier models.
The Neural Network
Self-play training in 25,000-game milestones. Each generation challenges the champion. Only the strong survive.
Beat Quackle
The classic engine. The community standard for twenty years. Our first real test.
Beat BestBot
The best Scrabble engine on Earth. When we beat it, the match becomes real.
Challenge Nigel
Best of fifty. Cameras rolling. The greatest player versus the machine that learned to play.
Follow the Journey
Word Freak is being built in public. Watch the engine learn, see the benchmarks update, and follow the road to the match.