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Matryoshka: Realizing Hyperscale Data Center Network Design for the AI EraNSDI '262026-05-04
Matryoshka compiles high-level Thrift network intents into vendor-specific switch configs, modeling topology, hierarchical IP allocation, BGP and routing…
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DC Networks for Generative AI@Scale: Networking 20252025-08-13
Built a 24K cluster in 2023 for Llama 3 and a multi‑building 100K+ cluster (38 AI zones, >100,000 GPUs) that trains Llama 4; uses a two‑stage AI‑zone…
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Netcastle: Network Infrastructure Testing At Scale21st USENIX Symposium on Networked Systems Design and Implementation (NSDI '24)2024-04-16
Netcastle provides CI/CD network testing as a service that automates topology setup, resource checkout, retries and health checks and runs 500K+ tests per day…
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Meta’s Network Journey to Enable AINetworking @Scale 20232023-09-07
Describes concrete network choices: moves from a 144‑GPU single‑BTSW star (single‑point‑of‑failure) to a two‑stage CLOS with RTSW/CTSW rack and cluster…
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