Compression

Compression Enables Generalization: Wake-Sleep Cycles for Logic Programming with LLM Integration

DreamLog: Logic Programming That Dreams to Improve Itself

A logic programming system that alternates between wake and sleep phases, using LLMs for knowledge generation during wake and compression-based learning during sleep.

DreamLog: Neural-Symbolic Integration through Compression-Based Learning and Wake-Sleep Cycles

PFC: Zero-Copy Data Compression Through Prefix-Free Codecs

A header-only C++20 library that achieves 3-10x compression with zero marshaling overhead using prefix-free codes and Stepanov-style generic programming.

Discovering ChatGPT: Reconnecting with AI Research

Encountering ChatGPT during cancer treatment and recognizing the Solomonoff connection. Language models as compression, prediction as intelligence. A personal inflection point reconnecting with AI research after years in survival mode.

Introduction to Sequential Prediction

The problem of predicting what comes next, from compression to language models