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Natalie Serrino

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Tensor Algebra Equivalence CheckerARRAY 20262026-06-16
A semantic equivalence checker formally verifies whether an optimized PyTorch or Triton kernel computes the same function as its baseline for all inputs…
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AI Kernel Generation: What's working, what's not, what's nextAI Engineer CODE 20252025-11-19
Automated agents generate low‑level kernels for PyTorch and sometimes improve performance: a CLI experiment finds a candidate 22% faster than torch.compile on…
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Autoscaling Kubernetes Deployments: A (Mostly) Practical GuideKubeCon + CloudNativeCon Europe 20222022-05-16
Covers cluster autoscaler, vertical and horizontal pod autoscalers with concrete knobs: min/max replicas, stabilization windows, and step caps; shows HPA…
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Keynote: Debugging in Prod Without (Lots Of) PainCloud Native DevX Day North America 20212021-10-12
Claims a CNCF‑sandbox project, Pixie, auto‑instruments Kubernetes apps using eBPF and deploys via px deploy in 2–3 minutes, collecting HTTP headers, request…
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Data Science for Infrastructure: Observe, Understand, AutomateKubeCon + CloudNativeCon North America 20212021-10-11
Pixie is an open-source observability agent that uses eBPF-based auto telemetry to capture full SQL requests and HTTP traces with under ~2% CPU overhead…
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