Kanon 2 Enricher – the first hierarchical graphitization model
58-task-head model that extracts + links entities + maps doc hierarchy—no hallucinations like LLMs.

Model-agnostic file pipeline beats provider-specific parsing for AI agents.
AI agent developers building file-handling workflows
LangChain · LlamaIndex · Unstructured
58-task-head model that extracts + links entities + maps doc hierarchy—no hallucinations like LLMs.
No-browser docs crawler using defuddle when Firecrawl and JinaAI already exist.
LLM-as-judge metrics beat guessing chunk sizes, but Ragas and LangSmith already exist.
Karpathy's microgpt in C99, proves tiny coordinated models beat single large models on logic.
Documentation and waitlist with no installable code or working demo.
Local PDF parsing with spatial boxes that rivals LlamaParse without the cloud bill.