Hardware
AI Model Co-Design: Hardware-Friendly LLM Design
AI model co-design involves integrating model requirements into hardware planning to ensure memory hierarchies and networking stacks are purpose-built for specific systems . AI performance balances th
AI model co-design involves integrating model requirements into hardware planning to ensure memory hierarchies and networking stacks are purpose-built for specific systems . AI performance balances three dimensions: accuracy, throughput (tokens per second), and interactivity (latency) . Co-optimization of hardware and software achieves significant improvements through kernel fusion, optimized attention, disaggregated serving, and other techniques, delivering up to 2.7x throughput gains and 60% cost reduction per token .
Source: NVIDIA Developer | 2026-07-10