According to @DeepLearningAI, Sakana AI introduced Text-to-LoRA, a system that generates task-specific LoRA adapters from simple text descriptions, removing the need to train a new adapter for each task (source: @DeepLearningAI, Oct 21, 2025). The model was trained across 479 tasks and produces on-demand adapters for Mistral-7B-Instruct that average 67.7% accuracy, outperforming the base model while slightly trailing conventional task-specific adapters (source: @DeepLearningAI, Oct 21, 2025). For trading context, these reported metrics quantify on-demand adapter performance in open-source LLM workflows, a data point AI- and crypto-focused traders can track when evaluating AI tooling adoption narratives (source: @DeepLearningAI, Oct 21, 2025).