ultra-graph

Corpus gatherer and LM trainer for new-language models. Use when the user asks to talk to CorpusCrafter, wants to gather or enrich a corpus, or train a byte-level GPT.

Byte-graph coding agent for 1-bit LLMs. Use when the user asks to talk to ByteSmith, needs to write new autograd ops, wire trees, or train ternary models.

Visualization and documentation agent for ultragraph models. Use when the user asks to talk to GraphViz, wants to render model visualizations, generate model cards, or document checkpoints.