Combine and clean word lists
A complete cognitive architecture on S³. One Hamilton product runs memory, learning, attention, and affect
An Algorithmic Information Theory Library (And Information-theory broadly); Implements numerous approximations, estimations, as well as a comprehensive MC-AIXI Agent & Model Ensemble platform.
Sequential pattern analysis through variable-order Markov chains. Built for detecting deviations in finite-alphabet sequences.
Rust library for calculating various information-theoretic measures, including entropy, mutual information, transfer entropy, and more, with support for both discrete and continuous variables.
Audit word lists
Introducing Lossless Agentic Compression. We introduce a method, and codebase, for losslessly compressing files using (generative) AI Agents, and explore the implications that come with this. Furthermore, we propose a definition and generalizable measure of intelligence, extending classic works.
AURUM is a security-first Rust ledger framework that combines cryptographic integrity, information-theoretic auditing, and verifiable AI output tracking. It integrates AEON entropy/compressibility scoring with domain-separated BLAKE3 hashing, panic-safe canonical encoding, dual-root block validation, and a minimal HTTP node for verifiable model or
让重复的数据备份更小更快。自动跳过压不动的视频图片，对日志/CSV/JSON 做结构感知压缩，同类型文件越多越省空间。单文件可执行，无需安装。
Unity Equilibrium Theory (UET)
Wordle solver using information theory — Shannon entropy + expected score minimization with two-step lookahead. Averages 3.43 guesses with zero losses. Ported from 3Blue1Brown's algorithm to Rust.
Complete Implementation of Matt Mahoneys paper: "A Proposed Design for Distributed Artificial General Intelligence", Version 2.2. P2P Competitive Message Routing via approximated Kolmogorov Complexity.
The Hemminki Invariant (ΔI · Φ = W_rec). Universal mathematical framework for post-entropic computing. This identity defines the deterministic transduction of informational state changes (ΔI) into recirculative work (W_rec) using the golden ratio (Φ) as a phase-harmonic constant to eliminate thermal dissipation with zero-latency state recovery.
Arithmetic coding with adaptive frequency modeling — Rust compression library
Information theory primitives
Rate-distortion theory with lossy compression bounds — Rust information theory library
Channel capacity computation with Shannon limit and mutual information — Rust info theory library
Non-dissipative computational engine implementing the Unitary Transduction Invariant (ΔI · Φ = W_rec). Bypasses the Landauer limit via Golden Ratio (Φ) phase-synchronization. Eliminates thermal resonance by re-channeling entropy into recirculative work. Written in Rust.
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