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Building a Token Factory Using Bridge by Armada

· 11 min read
Sriram Rupanagunta
Sriram Rupanagunta
Engineering

How Armada's GPU-as-a-Service Management Platform Orchestrates AI Token Factories at Scale

The Token Factory Challenge​

The phrase "token factory" has moved from marketing metaphor to operational reality. Neoclouds and sovereign cloud providers are assembling clusters of hundreds — or thousands — of GPU nodes, connecting them over high-speed interconnect fabrics, shared across dozens of tenants simultaneously: each with their own isolated network, dedicated storage quota, optional private NVLink or IB partition, and bespoke mix of training, fine-tuning, and inference workloads.