paper(exec-summary): edit-pass through Executive Summary done

- Title: "Hardware-Software Codesign for Grouped-Query Attention on AHBM"
  (drop "Attention-Centric LLM Kernels" framing; subtitle pillars removed)
- Authors: Mukesh Garg, Jiyoon Lee, Yangwook Kang
- Affiliation: System Technology Group, AGI Computing Lab — 2026 1H
- Executive Summary rewritten into a tight three-paragraph structure:
  (1) GQA motivation + three AHBM architectural requirements (placement,
      inter-PE comm, pipelined memory-compute);
  (2) three matching HW-SW co-design mechanisms (GQA-aware placement,
      PE_IPCQ, composite-command GEMM under PE_SCHEDULER) and headline
      results (38% / 25-35% / 78%), closing on efficient HBM-bandwidth use;
  (3) broader applicability across the AHBM software stack.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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\graphicspath{{figures/}}
\title{\textbf{Hardware--Software Codesign for Attention-Centric\\
LLM Kernels: GEMM, Collective Communication, and\\
Fused Grouped-Query Attention}}
\author{KernBench Team}
\date{2026 First Half (1H)}
\title{\textbf{Hardware--Software Co-Design for Grouped-Query Attention on AHBM}}
\author{Mukesh Garg \and Jiyoon Lee \and Yangwook Kang}
\date{
\small
AGI Computing Lab, System Technology Group\\
H1 2026
}
\begin{document}
\maketitle