#Qumulo
■なぜこれが重要なのか
・従来の学習環境では、計算リソースとデータセットを物理的に同じリージョンに置く必要があった。データの移動や同期がパフォーマンスの障壁となっていた。

・HyperPodとQumuloを活用することで、この制約から切り離されたアーキテクチャが可能になった。これにより、地理的な場所に関わらず、大規模なトレーニング実行が可能になるのだ。

■技術的な裏付けと示唆
・遠隔クラスターが近接環境と同等のスループットを達成したという検証結果は重要だ。これは単に「接続できた」というレベルではなく、データI/Oのボトルネックを効果的に解消できていることを意味する。
September 26, 2026 at 9:46 AM
⚡️AI学習のボトルネックがデータ所在地の制約から解放されるかもしれない。
Amazon SageMaker HyperPodとCloud Native Qumuloを用いたマルチリージョンでのトレーニング検証結果だ。計算リソースをあるリージョンに、膨大なデータセットを別のリージョンに置いても、遠隔クラスターは近接環境と同等のスループットを実現したらしい。
September 26, 2026 at 9:46 AM
Amazon SageMaker HyperPodとQumuloによるマルチリージョンAI学習:データとコンピューティングの分離が拓く新時代

SageMaker HyperPodとQumuloでリージョンを跨ぐAI学習の課題を解決し、データ移動なしで高性能を実現。

#AWS #SageMaker #HyperPod #Qumulo #分散学習
Amazon SageMaker HyperPodとQumuloによるマルチリージョンAI学習:データとコンピューティングの分離が拓く新時代
SageMaker HyperPodとQumuloでリージョンを跨ぐAI学習の課題を解決し、データ移動なしで高性能を実現。
ai.warp-studio.com
September 25, 2026 at 10:57 PM
Amazon SageMaker HyperPod paired with Qumulo enables efficient multi-Region AI model training by allowing compute clusters to access training data stored in different AWS Regions without data replication.
Multi-Region training with Amazon SageMaker HyperPod and Qumulo
Amazon SageMaker HyperPod paired with Qumulo enables efficient multi-Region AI model training by allowing compute clusters to access training data stored in different AWS Regions without data replication.
aws-news.com
September 25, 2026 at 3:56 PM
🤖 **Multi-Region training with Amazon SageMaker HyperPod and Qumulo**

Amazon SageMaker HyperPod and Cloud Native Qumulo let you place training compute in one AWS Region while keeping your dataset in another. This post shares the architecture and validation results fr...

📰 Source: Artificial […]
Original post on igeek.gamer-geek-news.com
igeek.gamer-geek-news.com
September 25, 2026 at 3:52 PM
📰 New article by Bryan Berezdivin, Florian Gauter, Marcos Perez Seoane, Mark Vinciguerra

Multi-Region training with Amazon SageMaker HyperPod and Qumulo

#AWS #AI #MachineLearning
Multi-Region training with Amazon SageMaker HyperPod and Qumulo
Amazon SageMaker HyperPod and Cloud Native Qumulo let you place training compute in one AWS Region while keeping your dataset in another. This post shares the architecture and validation results from a cross-Region training run, where a remote cluster matched a co-located cluster’s throughput after a brief NeuralCache warmup.
aws.amazon.com
September 25, 2026 at 3:51 PM
Qumulo is a SASE (Secure Access Service Edge) Company in

Secure Access Service Edge Solution Malaysia - At Qumulo, we provide an integrated SASE solution in Malaysia that helps enterprises modernise their network architecture while strengthening

visit us - www.qumulo.com.my/qumulo-is-a-...
Qumulo is a SASE (Secure Access Service Edge) Company in Malaysia – Qumulo
www.qumulo.com.my
September 8, 2026 at 11:13 AM
Qumulo is a SASE (Secure Access Service Edge) Company in

Secure Access Service Edge Solution Malaysia - At Qumulo, we provide an integrated SASE solution in Malaysia that helps enterprises modernise their network architecture while strengthening

visit us - www.qumulo.com.my/qumulo-is-a-...
Qumulo is a SASE (Secure Access Service Edge) Company in Malaysia – Qumulo
www.qumulo.com.my
August 10, 2026 at 12:33 PM
Navigating rising hardware costs and delivery delays? Discover how @Qumulo and @Cisco are helping modern storage buyers optimize file workloads, support AI initiatives, and bridge on-prem with the cloud. Via @TechstrongIT @NetworkingNerd @Coverage:
Building a Bridge to Savings and Performance with Qumulo and Cisco
Storage buyers are getting squeezed from both ends right now. Flash prices have jumped more than 400% over the past year.
buff.ly
July 30, 2026 at 9:51 PM
AI活用の新時代を切り拓く分散データ管理のウェビナー開催#東京都#千代田区#AI#トゥモロー・ネット#Qumulo

分散したデータ管理が企業のAI活用に及ぼす影響と、その解決策を探るウェビナーを開催。参加申し込みはお早めに。
AI活用の新時代を切り拓く分散データ管理のウェビナー開催
分散したデータ管理が企業のAI活用に及ぼす影響と、その解決策を探るウェビナーを開催。参加申し込みはお早めに。
news.3rd-in.co.jp
July 24, 2026 at 12:21 AM
Feed: "Blocks and Files: The home of computer storage news"
Published on Friday, July 17, 2026
Qumulo pals up with Databricks
Qumulo has integrated its NeuralSearch capability with Databricks OpenSharing so that Databricks use ...
www.blocksandfiles.com
July 18, 2026 at 3:32 PM
But that's already a company. en.wikipedia.org/wiki/Qumulo
July 17, 2026 at 10:12 PM
Qumulo
July 17, 2026 at 6:52 PM
Beyond that, you're going to run into qumulo.com and drinkcumulo.com for SEO
Qumulo | Data Simplified Anywhere at Exabyte Scale
Store, manage, and simplify all your unstructured data and hybrid workflows in one platform, anywhere - at the edge, in the core, or in any cloud.
qumulo.com
July 17, 2026 at 6:52 PM
Qumulo
July 17, 2026 at 6:51 PM
Qumulo Pitches Accelerated Data Handling for AI Demands

Qumulo launched Helios, Cloud AI Accelerator, and AI Networking to help businesses manage large AI data faster. See how it affects your business.

#QumuloAI, #DataStorage, #Cl...

https://newsletter.tf/qumulo-new-tools-faster-ai-data-handling/
Qumulo Pitches Accelerated Data Handling for AI Demands
Qumulo launched Helios, Cloud AI Accelerator, and AI Networking to help businesses manage large AI data faster. See how it affects your business.
newsletter.tf
June 25, 2026 at 2:22 AM
Qumulo has released new tools to help companies manage large amounts of data for AI, which can make AI projects run faster.

https://newsletter.tf/qumulo-new-tools-faster-ai-data-handling/
Qumulo Offers New Tools for Faster AI Data Handling
Qumulo launched Helios, Cloud AI Accelerator, and AI Networking to help businesses manage large AI data faster. See how it affects your business.
newsletter.tf
June 25, 2026 at 2:16 AM
Qumulo and Microsoft Target Enterprise Storage Constraints with Expanded Azure-Native Data Services SEATTLE, June 3, 2026 — Qumulo today announced an expanded collaboration with Microsoft. Unvei...

Origin | Interest | Match
June 3, 2026 at 8:33 PM
Qumulo Announces Expanded Collaboration with Microsoft to Deliver Cloud-Native Storage Relief for the Enterprise Hardware Crisis
rcnamericawa.blogspot.com/2026/06/qumu...
Qumulo Announces Expanded Collaboration with Microsoft to Deliver Cloud-Native Storage Relief for the Enterprise Hardware Crisis
rcnamericawa.blogspot.com
June 3, 2026 at 1:28 PM
Feed: "Blocks and Files: The home of computer storage news"
Published on Monday, June 1, 2026
Qumulo and Cisco build Flash Tax-avoidance bridge to the Cloud
Customers can immediately bypass current server hardware lead times and historic prices on all-flash ...
www.blocksandfiles.com
June 2, 2026 at 5:27 AM
Qumulo launches Cloud AI Accelerator for distributed AI workloads
Qumulo launches Cloud AI Accelerator for distributed AI workloads
Platform aims to improve GPU utilization by eliminating data replication and staging delays
dlvr.it
June 1, 2026 at 11:36 AM
Qumulo NeuralProtect uses AI to detect and stop ransomware before encryption

Qumulo has unveiled Qumulo NeuralProtect, a ransomware resilience solution built to protect data at the storage layer by detecting and stopping threats before data is encrypted, corrupted, or lost. Integ…
#hackernews #news
Qumulo NeuralProtect uses AI to detect and stop ransomware before encryption
Qumulo has unveiled Qumulo NeuralProtect, a ransomware resilience solution built to protect data at the storage layer by detecting and stopping threats before data is encrypted, corrupted, or lost. Integrated directly into the Qumulo Data Platform, NeuralProtect inspects every file at the precise point-of-write using a series of AI-driven analysis models to detect both known and zero-day threats, instantly isolating malicious activity and enabling rapid recovery. NeuralProtect shifts ransomware protection from reactive recovery to proactive …
www.helpnetsecurity.com
May 29, 2026 at 8:00 AM