overnight. In this context, data centers aren’t just physical assets – they are strategic infrastructure nodes. They sit at the intersection of real estate, power, logistics, compute, and software monetization 10% 20% 30% Q3:23 Q2:24 Q3:24 Broader Internal Employee Productivity (e.g., CoPilot) Specialized Worker Labor Savings / Productivity Improvement (e.g., Contact Center, Financial Processes Simplification) AI Index 2025 Annual Report,’ AI Index Steering Committee, Stanford HAI (4/25) Impacts of AI on Worker Productivity – 4/23, per Stanford HAI AI & Work Evolution = Real + Rapid 2.6 2.97 0 1 2 3

on their specializations. Multi-agent systems can be modeled as graphs, with agents represented as nodes. In the manager pattern, edges represent tool calls whereas in the decentralized pattern, edges represent define every branch, loop, and conditional in the workflow upfront through graphs consisting of nodes (agents) and edges (deterministic or dynamic handoffs). While beneficial for visual clarity, this

Each node in the H800 cluster contains 8 GPUs connected using NVLink and NVSwitch within nodes. Across nodes, InfiniBand interconnects are utilized to facilitate communications. 3.1.4. Long Context Extension

and |IRs. QQ octoML Unified Object Protocol vm::Object NDArray | Rd | tuplelclosure AST Nodes Cross language suppPort Easy to introduce new runtime objects (trees, graphs) Direct access from

*ins ), name=name) return out >> 10© Copyright 2018 Xilinx Example of FPGA node in TVM graph { "nodes": [ { "op": "null", "name": "data", "inputs": [] }, { "op": "tvm_op", "name": "xdnn0", "attrs":

developers unify and accelerate their 
 AI application builds. Verdi integrates language models, Python nodes, and APIs to create a scalable, consistent platform that uses natural language as a central interface

a problem. The model can then explore different reasoning paths by branching out from different nodes in the tree. There’s a great notebook, which goes into a bit more detail showing The Tree of Thought