1Hardware Abstraction and Parallel Computing Ecosystems
9Instruction Tuning and Reinforcement Learning
2Foundational Mathematics of Tensor Execution
10Retrieval-Augmented Generation (RAG)
3Memory Hierarchies and Data Transfer Protocols
11Generative Diffusion Models and Visual Synthesis
4Convolutional Topologies and Computer Vision
12Inference Optimization and Graph Compilation
5Sequential Data Processing and Temporal Modeling
13Edge AI and Power-Constrained Deployment
