RipplePLM decouples mutation effects into structural contact pathways and biochemical property tokens via direct-distal cross-attention, boosting mutation description ROUGE-L from 22.23 to 35.65.
MindLoom decomposes reasoning into composable thought modes to synthesize diverse, difficulty-controlled frontier reasoning data, improving STEM benchmark performance after fine-tuning.