llm-experiments

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

Give your coding agent a short break after real work, then measure what happens next. Universal agent skill & experiment harness.

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.

Orchestrator-worker multi-agent pattern: one planner, three independent workers with identical prompts but different sampling configs (temperature/top_p). Isolates what sampling alone changes in model behavior — conservative vs balanced vs creative brainstorming.

Experiments in Non-Euclidean Geometry for Language Models

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

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

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

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

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