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Meenakshi Kaushik

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Securing LLMs in Kubernetes: Best PracticesAI.dev: Open Source GenAI & ML Summit North America 20232023-12-12
Deploys an open LLM (uploader lists Mistral) on Kubernetes and front-ends it with NGINX + Istio-style gateways, using an Envoy Lua filter that forwards every…
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Apisecure, 14 & 15 March 2023 - Meenakshi Kaushik, Leader - Product Management at Cisco.APIsecure 20232023-03-14
Claim: API security prevents many breaches but stops short of protecting cloud‑native stacks and the software supply chain. Concrete steps shown: scan OpenAPI…
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Apisecure, 14 & 15 March 2023 - Meenakshi Kaushik, Leader - Product Management at Cisco.APIsecure 20232023-03-14
Compares straightforward JSON regex scanning against a trained sequence model and shows tradeoffs: a hand‑built loop of pattern checks masks values quickly for…
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Life is not fair, but your ML pipeline can be!KubeCon + CloudNativeCon North America 20212021-10-11
Shows concrete steps to measure and enforce fairness and trustworthiness inside multi‑cloud Kubeflow pipelines, with a live pipeline demo using MinDiff…
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Supercharge Kubeflow Performance on GPU ClustersKubeCon + CloudNativeCon North America 20192019-11-18
Lab tests on a Cisco UCS 480 ML with eight GPUs use a ResNet TF benchmark and show image throughput rising as GPUs scale and falling by ~40–50% without NVLink…
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