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SC26: The Fastest Clusters Still Keep Their Most Valuable Data in Files

SC26 opens in Chicago this week. Benchmarks will get the headlines, but the training sets, simulation outputs, and pre-publication research on those parallel file systems are what attackers want. Here is what HPC storage teams should ask, and where to find RackTop at the show.

RackTop Systems•November 15, 2026•4 min read

Key takeaways

  • HPC file systems hold training data, model checkpoints, and pre-publication research, the data that nation-state collectors and extortion crews go after.
  • Most parallel file systems are built for throughput and trust the client; access control is usually POSIX permissions and a perimeter.
  • Research storage needs per-operation access policy, detection of bulk reads, and an audit record that holds up for sponsors and regulators.
  • RackTop will be at Cambridge Computer’s Bites, Brews, & Bird-Eye Views on Monday, November 16, 12:00 to 4:00 pm CT, before the SC26 exhibit hall opens.

SC26, the International Conference for High Performance Computing, Networking, Storage, and Analysis, runs November 15 to 20 at McCormick Place in Chicago. Most of the week’s talk will be about accelerators, interconnects, and how many petabytes a file system can feed per second. Those are the right questions for the people who build clusters.

They are not the questions an attacker asks. An attacker looks at the same cluster and sees a single namespace holding years of simulation output, curated training corpora, genomic datasets, export-controlled engineering models, and research that has not been published yet. That pile of files is the reason the cluster exists, and it is usually protected by Unix permissions and the assumption that everyone on the network is a colleague.

Built for speed, trusting by default

Parallel file systems such as Lustre were designed to move data between storage and thousands of compute nodes as fast as the hardware allows. That design choice is deliberate. Clients are trusted, metadata paths are optimized, and anything that slows I/O gets pushed out of the data path.

The result is an environment where a single valid account can usually read a very large share of the namespace. A compromised researcher credential, a misconfigured service account on a login node, or a scheduler job with broader access than it needs can pull terabytes without tripping anything. On a system built to sustain heavy reads around the clock, a bulk copy looks like an ordinary Tuesday.

Universities and national labs add another layer: shared infrastructure. One file system often serves many projects, some open, some sponsored under contract terms, some carrying export controls or Controlled Unclassified Information requirements. Separating those projects with directory permissions and good intentions is common, and it is hard to prove to a sponsor or an auditor.

What to ask on the show floor

If you are evaluating storage at SC26, throughput numbers are only half the conversation. A few questions show quickly whether a platform can also protect what it stores:

QuestionWhy it matters
Can access policy go beyond user and group, to project, sensitivity, and context?Multi-tenant research needs separation that follows the data, not the directory tree.
Does the storage notice a bulk read or mass change on live data?Exfiltration and ransomware both show up first as abnormal file activity.
Is every file operation recorded somewhere an administrator cannot quietly edit?Sponsors, regulators, and incident responders will ask exactly who read what.
Is encryption FIPS 140-3 validated, and is the platform STIG-hardened?Federal and defense-funded work needs both to reach an Authorization to Operate.
Can you restore only what an attack touched?Rolling back a multi-petabyte namespace is not a realistic recovery plan.

The data-layer lesson for HPC

The controls that matter most for research data live in the storage data path, because that is the one place every read and write has to pass. Attribute-based access control decides each operation against the user, the project, and the data’s classification, so one credential cannot traverse everything. Behavioral detection on live data catches the bulk read or mass encryption while it is happening rather than after the files are gone. An immutable, per-operation audit record turns a breach investigation from guesswork into a list of files. Snapshots and targeted remediation let you recover exactly what changed.

BrickStor SP for Lustre brings that model to parallel file storage: native Lustre throughput for AI training, simulation, and sensor processing, with ABAC, AES-256 encryption using FIPS 140-3 validated cryptography, STIG-aligned hardening, and support for workloads at different sensitivity levels on shared infrastructure. It runs under the same management, policy, and audit framework as the rest of the BrickStor platform, so the cluster and the enterprise file shares that feed it follow one set of rules.

Meet RackTop at SC26

On Monday, November 16, from 12:00 to 4:00 pm CT, RackTop is a sponsor at Bites, Brews, & Bird-Eye Views, the partner showcase Cambridge Computer hosts before the exhibit hall opens. It is at the VU Rooftop, 133 E Cermak Rd, in the Hilton Chicago McCormick Place, which connects to the convention center by skybridge. Register through Cambridge Computer using the link on our SC26 event page. Stop by the RackTop table to talk with our engineers about your cluster, your sponsors’ requirements, and how to secure research data without giving up throughput.

Can’t make Monday? Schedule a meeting with the team for any day of the conference week.

Frequently asked questions

RackTop is sponsoring Cambridge Computer’s Bites, Brews, & Bird-Eye Views on Monday, November 16, 2026, from 12:00 to 4:00 pm CT, at the VU Rooftop, 133 E Cermak Rd, in the Hilton Chicago McCormick Place, connected to McCormick Place by skybridge. Meetings are available throughout the conference week.
Standard Lustre deployments rely mainly on POSIX permissions and network trust, which makes it hard to separate projects, detect bulk data theft, or prove who accessed which files. BrickStor SP for Lustre adds attribute-based access control, FIPS 140-3 validated encryption, STIG-aligned hardening, and per-operation audit while keeping native Lustre throughput.
HPC storage holds AI training sets, model checkpoints, simulation results, and unpublished research, often including export-controlled or sponsor-restricted data. That makes it valuable to nation-state collectors and to extortion groups who threaten to leak what they take.

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SC26: Securing HPC and Research Data Storage | RackTop