Pre-training, fine-tuning, and evals platform
Eval-synthesize-train loop automates custom model development better than manual fine-tuning.

Galaxy classification model, but model card has mostly empty fields.
Astronomy researchers, ML practitioners working with celestial imagery
AstroCLIP · GalaxyZoo ML models · Hugging Face vision models
Eval-synthesize-train loop automates custom model development better than manual fine-tuning.
Fine-tuned 3B Qwen matches Haiku on jokes, validating small models for constrained agent tasks.
Fixes AI log search blindness by fine-tuning embeddings on operational data.
Fine-tuned Qwen 30B that prioritizes output diversity over convergent accuracy.
Detachable PEFT modules that version independently, unlike LoRA's weight-coupled adapters.
Transcribes overlapping speakers in a single pass without needing separate diarization steps.