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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.