The Battle for Memory: PagedAttention vs RingAttention on Kubernetes
Comparing raw memory management strategies for infinite-context enterprise agents.
AI Infrastructure
· Rajat Pandit · AI InfrastructureKV Cache Offloading in K8s: The Stateless Truce
Your beloved stateless Kubernetes architecture is fundamentally at war with the massive, stateful memory requirements of long-context LLM inference. We need a truce.
· Rajat Pandit · AI InfrastructureContinuous Batching in vLLM: Killing the Hardware Idle
If your GPUs are idling at 40% utilization during inference, you are burning capital on memory bottlenecks, not computation.
Deploying Agentic AI as a Service (AaaS)
Deep dive into deploying agentic ai as a service (aaas).
Scaling Recommendations with TPU SparseCore
Deep dive into scaling recommendations with tpu sparsecore.
Speculative Decoding Infrastructure: Squeezing Latency without Hardware Upgrades
The bottleneck for LLMs is memory bandwidth, not compute. Discover how to use speculative decoding on GCP to achieve 3x speedups by using small "draft" models to accelerate massive "oracle" models.