This analysis falls under **ACADEMIC MODE** as it presents a technical solution with methodological rigor, internal validation, and clear implications for large-scale machine learning systems. **Methodology Check:** The study demonstrates a sound engineering approach, leveraging existing tools (Apache Iceberg) and novel architectures (DCAT) to address redundancy. Limitations include reliance on internal data and the need for custom kernels (Triton) to achieve full benefits. A peer reviewer might...