Architectural Evaluation and Full-Stack Case Organization

SourcesSurvey §3–§6 and the corpus dossier structure; evaluation exercises are curriculum design, not measured survey findings.

4.31.1A Unified Case Template: Compute → Data Path → Memory → Host → Fabric#

4.31.2A Unified Software Template: Framework/Compiler/Libraries/Runtime/Driver/Firmware/Communication/ISA#

4.31.3Programming-Model Rationale and Tracing Public Evidence#

4.31.4Comparative Mapping of GEMM/GEMV/Attention/MoE/Embedding#

4.31.5Separating Hardware Capability, Kernel Utilization, and Full-Model Performance#

4.31.6The Pareto Frontier of Performance, Energy, Area, Cost, and Programmability#

4.31.7Annotating Source Dates, Reference Platforms, Software Versions, and Incomparable Data#

4.31.8Model Evolution, Resource Reuse, and Cross-Layer Design Trade-offs#