Adaption
Adaption connects Claude to your Adaption account so you can prepare training data and fine-tune models from a conversation. Datasets - Import datasets from Hugging Face, Kaggle, or Google Sheets - Adapt them with Adaption's processing pipeline and review quality evaluations - Augment with synthetic domain or general rows - Translate and localize rows for other languages and countries - Combine compatible datasets and get export links Fine-tuning - Browse available base models - Get recommended hyperparameters for a dataset - Launch AutoScientist training runs and monitor their progress Invent - Generate synthetic datasets from a natural language description, with no seed data Every tool that spends credits (adaptation, augmentation, translation, localization, generation, training) supports an estimate mode, so Claude can show the cost before anything launches. You sign in with your Adaption account through OAuth and choose which organization Claude can access; no API key is needed. Example prompts: - "List my Adaption datasets" - "Import this Hugging Face dataset and adapt it for fine-tuning" - "Start fine-tuning on my adapted dataset and pick a suitable base model" - "Generate 1,000 customer service examples with Invent"
Where it stands
Tools
augment_dataset combine_datasets create_autoscientist_ run generate_dataset get_autoscientist_ run get_dataset get_dataset_ evaluation get_dataset_ export_ links get_dataset_ status import_dataset list_autoscientist_ runs list_datasets list_invent_ domains list_training_ models localize_dataset recommend_autoscientist_ hyperparameters run_dataset_ adaptation translate_dataset