AI Infra TPM: Deploying Mission-Critical Models Faster Than Ever
OneIndia profiled my work on AI model deployment: cutting deploy times from days to hours, lifting success rates from roughly 60% to nearly 99%, and serving about 4x more requests per GPU.
OneIndia featured my work on AI infrastructure and large-scale model deployment, in a profile by Sathish Raman.
The piece covers how we cut model deployment times from days to hours, lifted deployment success rates from roughly 60% to nearly 99%, and redesigned model serving to handle about four times more requests per GPU while holding performance steady, alongside the staged-rollout mechanisms and cross-team coordination (ML engineers, data platform, and reliability teams) that make production AI dependable at scale.
