Latest projects, essays, and console readouts.

Explaining the Mixture-of-Recursions model, starting from kv-cache basics.

A distributed chess system that runs multiple chess agents on morph cloud instances with real-time visualization.

As part of the Cohere 4 AI community, trained a novel Vision Language Model on a multilingual instruction dataset curated by the team. Published paper on arXiv.

Released a pip package to automatically label text, image, and video data using LLMs for topic identification. Supports local LLMs via Ollama and pydantic for structured output.

Contributed notebooks and documentation for knowledge distillation in computer vision and PII detection for LLM gateways as part of community initiatives.

Trained a YOLO model for enemy detection and used the detections to prompt Cohere’s Command-R+ for movement and combat actions.