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Abhishek Malvankar

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Federated llm-d: Elevating Distributed Inference Beyond Clus...Cloud Native AI + Kubeflow Day 20262026-03-23
Federated llm-d stretches LLMD across clusters using Cilium Cluster Mesh for cross‑cluster networking, Nova as the multi‑cluster orchestrator, body‑based…
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Incremental GPU Slicing in ActionCloud Native + Kubernetes AI Day NA 20242024-11-12
An open‑source controller called insta-slice operator incrementally creates and destroys NVIDIA MIG slices without kernel or device‑plugin API changes by…
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Lightning Talk: Best Practices for LLM Serving with DRACloud Native AI Day Europe 20242024-03-19
Serving LLMs on A100/H100 shows cluster GPU utilization as low as 20–30% and per-token generation around 50 ms per-token under test loads. Experiments show…
Lightning on
Training Foundation Model Workloads on Kubernetes at Scale W...Kubernetes AI + HPC Day North America 20232023-11-06
Vela runs on Kubernetes with about 1,000 A100 GPUs and aims for near‑zero idle capacity; MCAD queues AppWrapper CRDs and dispatches heterogeneous frameworks…
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