A python application for running local, GGUF-based LLMs text generation, document-grounded retrieval, semantic search, prompt engineering, multi-modal workflows, and web context ingestion.

Pre-registered Jacobian-lens probe: does a verbatim-stated trait ("Maria is generous") persist in a model's J-space differently than an inferred one, as neutral text intervenes? Gema-3-4B-IT.

Fine-tune a model that generates exams based on lecture materials.

Pre-registered Jacobian-lens probe: does a verbatim-stated trait ("Maria is generous") persist in a model's J-space differently than an inferred one, as neutral text intervenes? Gema-3-4B-IT. No directional prediction.