experiment in storing face embeddings in sqlite and searching the filesystem for face matches

A hands-on Generative AI learning environment featuring practical experiments and projects for building AI-powered applications.

This repository documents a seven-round investigation into whether alternative computational geometries can improve upon the standard dot-product attention mechanism used in transformer language models.

Pi extension: plan mode, subagent delegation, and Exa web research

Can Large Language Models detect hidden deterministic patterns without being told they exist?

This project explores the use of a Large Language Model (LLM) to evaluate image sharpness through a paired comparison experiment. The goal is to establish Just Noticeable Difference (JND) levels for sharpness perception

Experiments in Non-Euclidean Geometry for Language Models

Code for Randomized PipeDream experiments comparing PipeDream-style pipeline training with randomized stale block-gradient methods on simple objectives and small LLM benchmarks.