Chess Vector Engine

Open-source Rust chess projects with innovative vector-based analysis

Two complementary projects: a mathematical discovery engine that transforms chess positions into 1024-dimensional vectors to uncover hidden patterns, and a UCI-compliant chess engine with hybrid vector-based position analysis.

View Theory Repository Engine Repository

Advanced Technology

Vector-Based Chess Analysis

Innovative approach to chess analysis using 1024-dimensional vector space representation for pattern discovery and position evaluation.

Mathematical Pattern Discovery

Chess Theory discovers 35+ symbolic expressions per cycle using genetic programming and achieves 28,700+ PCA variance for strategic pattern recognition.

Hybrid Engine Performance

Chess Vector Engine achieves 1600-1800 ELO strength with 62.5% agreement with Stockfish and 90.9% tactical accuracy, using GPU-accelerated pattern recognition.

UCI-Compliant Interface

Full Universal Chess Interface compliance with configurable analysis modes, 14-ply default search depth, and multi-threading support across all platforms.

Technical Architecture

Core Components

  • Vector Representation: 1024-dimensional vector space transformation for chess positions
  • Pattern Discovery: Intelligent opening exploration across 10 major chess families with 20 strategic scenarios per opening
  • Mathematical Techniques: Symbolic regression, genetic programming, PCA, and statistical invariant detection
  • NNUE Evaluation: Neural Network-based Efficiently Updatable evaluation system
  • Strategic Initiative System: Advanced tactical search with check extensions and comprehensive opening book

Performance Characteristics

1600-1800 ELO
Validated rating strength
999+ Ratios
Strategic ratios calculated per cycle
14 ply
Default search depth
150-200MB
Memory usage

Key Features

Both projects are written in Rust and offer unique capabilities:

  • Chess Theory: Discovers complex mathematical expressions using trigonometric, exponential, and compositional functions with 100% validation
  • Chess Vector Engine: Production-ready engine with fast/default/strong configuration modes and 1ms to 30s evaluation times
  • Cross-Platform: Compatible with Ubuntu, Windows, and macOS
  • Professional Pipeline: Includes pawn structure analysis, king safety evaluation, piece mobility assessment, and endgame tablebase knowledge

Open Source Development

We believe in the power of open source collaboration. Our chess engine is freely available for study, modification, and improvement by the global chess programming community.

Chess Theory Repository
A mathematical discovery engine for chess that transforms positions into 1024-dimensional vectors. Discovers hidden patterns and strategic constants using machine learning techniques.
Explore the theory →
Engine Implementation
Open-source Rust chess engine with hybrid vector-based position analysis, NNUE evaluation, and full UCI compliance. Achieves 1600-1800 ELO strength.
View the code →

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