Jan 15, 2025•8 min read
Zero-Downtime Model Deployments: How We Do It
A deep dive into hot-swap technology that lets you push model updates without dropping a single request or restarting containers.
DeploymentArchitecture
Read moreDeploy AI in light speed
Upbox is the world's fastest AI model deployment platform. Go from training to production in seconds, not weeks. One-click deployments, instant scaling, and real-time inference - ship your models before your coffee gets cold.
Integrates with
Deploy AI in light speed
Upbox is the world's fastest AI model deployment platform. Go from training to production in seconds, not weeks. One-click deployments, instant scaling, and real-time inference - ship your models before your coffee gets cold.
Integrates with
Built for Speed, Designed to Scale
Sub-Second Deployments
Push models to production in under a second. Upbox eliminates containerization delays with pre-warmed inference pools and instant model swapping. Your updates go live before you can blink - no cold starts, no downtime, just pure speed.
Global Edge Network
Serve predictions from 200+ edge locations worldwide. Upbox automatically routes requests to the nearest inference node, delivering sub-50ms latency anywhere on Earth. Your users get instant responses whether they're in Tokyo, Toronto, or Timbuktu.
Auto-Scaling on Steroids
Handle 10 requests or 10 million - Upbox scales instantly without intervention. Predictive load balancing spins up capacity before traffic spikes hit. Scale to zero when idle and explode back to full power in milliseconds when demand returns.
Zero-Config CI/CD
Connect your repo and forget about pipelines. Upbox watches your model registry, runs validations, and deploys automatically on every commit. Rollbacks happen in one click. Blue-green deployments are built-in. Shipping fast shouldn't mean shipping scared.
From the Blog
What the Upbox team is writing
Engineering deep dives on deployment optimization, scaling patterns, and production infrastructure.
Jan 8, 2025•6 min read
Eliminating Cold Starts with Pre-Warmed Inference Pools
How Upbox keeps inference pools warm and ready, delivering sub-10ms response times even for bursty traffic patterns.
PerformanceInfrastructure
Read more
Dec 20, 2024•9 min read
Building a 200+ Location Edge Network for AI Inference
The architecture decisions behind our global edge network that delivers sub-50ms latency anywhere on Earth.
EdgeGlobal
Read moreReady to ship?
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