"Predictive scaling on Kubernetes could revolutionize GPU provisioning challenges. Learn how one team implemented an innovative forecasting model to prevent critical service crashes. 📊⚙️ #Kubernetes #PredictiveScaling #GPUProvisioning"
Scale before the spike: Predictive autoscaling for GPU workloads on Kubernetes
The 3 AM Call We got paged one Tuesday morning. A critical production service had crashed under traffic—not gradually degraded, but crashed. Hundreds of pending pods. Users were seeing 15–20%
www.cncf.io
September 17, 2026 at 2:40 PM
"Predictive scaling on Kubernetes could revolutionize GPU provisioning challenges. Learn how one team implemented an innovative forecasting model to prevent critical service crashes. 📊⚙️ #Kubernetes #PredictiveScaling #GPUProvisioning"
Predictive Scaling Laws for Efficient GRPO Training of Large Reasoning
Models
Datta Nimmaturi, Debojyoti Dutta et al.
Paper
Details
#PredictiveScaling #GRPOTraining #LargeReasoningModels
Models
Datta Nimmaturi, Debojyoti Dutta et al.
Paper
Details
#PredictiveScaling #GRPOTraining #LargeReasoningModels
July 28, 2025 at 4:03 PM
Predictive Scaling Laws for Efficient GRPO Training of Large Reasoning
Models
Datta Nimmaturi, Debojyoti Dutta et al.
Paper
Details
#PredictiveScaling #GRPOTraining #LargeReasoningModels
Models
Datta Nimmaturi, Debojyoti Dutta et al.
Paper
Details
#PredictiveScaling #GRPOTraining #LargeReasoningModels