SIVARO
Edge-Cloud Optimization
How to Train Multi-Timescale DRL Agents for Edge Cloud
Most teams training DRL agents for edge cloud get the timescale wrong. They pick one control interval, tune it, ship it, and then wonder why the agent thrash...
Reduce Cloud Training Cost with Multi-Timescale DRL
I spent $48,000 in three weeks last year watching a training run crawl because we treated every GPU hour like it was sacred and every checkpoint like it was ...
How to Reduce Cloud Costs for Deep Learning
I watched a startup burn $47,000 in nine days on GPU instances they weren't even using. Not a typo. Nine days. Their training loop had a bug that checkpointe...
How to Reduce Cloud Costs With Cost Efficient Architecture
I watched a startup burn $87,000 in three weeks on GPU instances they didn't need. Not a valuation problem. Not a traffic problem. A blind-spot problem. They...
Cost Efficient Cloud Architecture Patterns: A Field Guide
You're paying for a Ferrari but driving it like a golf cart. I've seen it a hundred times. A startup with 500 users running a Kubernetes cluster that could h...