Enterprise-grade AI inference at zero cost with Raja Jeevan Kumar Maduri

Enterprise-grade AI inference does not have to mean an enterprise-grade bill. I run my own agent stack on free tiers: five providers, automatic fallback, an encrypted private mesh, zero rupees a month.

This two-page blueprint is the pattern: a smart router, a free cloud pool, a private mesh GPU, ephemeral cloud GPUs treated as cattle, and an offline safety net - plus the four decisions that make or break the build.

Inside:

The five-tier architecture, one tier per failure mode

The four decisions: fallback as a ladder, outbound-only tunnels, cattle not pets, a council that checks the work

Where teams get this wrong, and what each shortcut costs later

The blueprint gives you the pattern. Mapping it onto your stack, your workloads and your risk tolerance is the real work - bring your current AI setup and its bill to a free Discovery Call: topmate.io/raja_jeevan_kumar_maduri/1400565