The project does not aim to train frontier-scale foundation models or compete in large-scale pretraining. Instead, it focuses on experimental inference-layer research involving:

• residual trajectory observation,
• embedding-space analysis,
• continuity persistence testing,
• lightweight modulation systems,
• and inferential collapse dynamics inside transformer architectures.