# Blog Tutorials, product updates, and insights from the Parallel Works team ## Spending on AI Is Easy. Governing It Is Hard. Enterprises learned that buying GPUs is not the same as using them. The same lesson is arriving one layer up, in tokens, and the fix is governing every token where it is spent: in the request path. Matthew Shaxted Jun 9, 2026 [19 min](/content/blog/2026-ai-gateway/index.html) ## 2025, Year in Review with Parallel Works Parallel Works entered 2025 celebrating ten years of advancing how organizations access and manage advanced computing. Since spinning out of Argonne National Laboratory in 2015, we have focused on tur... Dec 19, 2025 [6 min](/content/blog/2025-recap-blog/index.html) ## Powering AI at the Edge: Why Hybrid Cloud Is a Strategic Advantage Artificial intelligence is increasingly being deployed at the edge, where data is generated and decisions must be made in real time. As organizations scale AI initiatives, they are discovering that ce... Nov 1, 2025 [3 min](/content/blog/powering-ai-at-the-edge/index.html) ## Powering AI at the Tactical Edge with Hybrid Multi-Cloud Artificial intelligence (AI) is transforming defense operations, but deploying AI at the tactical edge presents unique challenges. A recent Cyber Defense Magazine article highlights how AI workloads a... Oct 17, 2025 [3 min](/content/blog/powering-ai-tactical-edge/index.html) ## Q1 2025 News and Changes An overview of what changed at PW in quarter 1 of 2025 Olivia Shoup Apr 5, 2025 [6 min](/content/blog/2025-q1-recap/index.html) ## The PW CLI Introducing our new command-line interface (CLI) Josh McMahan Sep 13, 2024 [1 min](/content/blog/introducing-pw-cli/index.html) ## Flexible Disks Parallel Works now supports a variety of disk types for your cloud clusters. Yifan Lin Jun 13, 2024 [3 min](/content/blog/introducing-flexible-disks/index.html) ## A Quick-Start Guide to Seamless JupyterLab and Dask Integration on the PW Platform Parallel Works empowers users with our powerful workflows. With this guide, users will enjoy swift, hassle-free testing and utilization as they set up cloud compute resources, install Dask dependences, and run a sample Jupyter Notebook. Alvaro Vidal Torreira Jan 12, 2024 [4 min](/content/blog/dask-jupyterlab-guide/index.html) ## Q3 2023 News and Changes An overview of what changed at PW in quarter 3 of 2023 Olivia Shoup Oct 6, 2023 [6 min](/content/blog/2023-q3-recap/index.html) ## Flexible Cloud Storage Resources Announcing our new feature to manage HPC storage Eric Garcia May 29, 2023 [2 min](/content/blog/new-flexible-storage-options/index.html) ## Matthew Shaxted of Parallel Works On Pushing the Boundaries of AI Parallel Works CEO Matthew Shaxted discusses the company's journey, AI infrastructure, and what it takes to shape the future of AI in this Authority Magazine interview. Matthew Shaxted Mar 26, 2026 [7 min](/content/blog/authority-magazine-interview/index.html) ## How AI Moves from the Cloud to the Battlefield, and What Enterprises Can Learn Artificial intelligence is increasingly being deployed in operational environments where speed, resilience, and autonomy are critical. In defense settings, this means moving AI from centralized system... Nov 19, 2025 [2 min](/content/blog/how-ai-moves-from-cloud-to-battlefield/index.html) ## Automating Cluster Benchmarking: Measure, Compare & Archive Compute Resources’ Performance Challenges with Streamlining Multiple Cluster Job Schedulers Stefan Gary Oct 30, 2025 [3 min](/content/blog/automate-hpc-cluster-benchmarking-blog/index.html) ## Parallel Works Quarterly Updates Q3 2025 Highlights from Parallel Works: AI, HPC, and Platform Innovation Oct 2, 2025 [7 min](/content/blog/quarterly-blog-october-2025/index.html) ## Q4 2024 News and Changes An overview of what changed at PW in quarter 4 of 2024 Olivia Shoup Dec 30, 2024 [5 min](/content/blog/2024-q4-recap/index.html) ## Next-Generation Cloud Clusters Parallel Works releases next-generation clusters, introducing a major improvement for users' computing. Quan Nguyen Jul 31, 2024 [5 min](/content/blog/introducing-next-gen-cloud-clusters/index.html) ## Q1 2024 News & Changes In January 2024, we were excited to present at the 104th Annual Meeting of the American Meteorological Society. Continue reading for an overview of what changed at PW over the last month. Olivia Shoup Apr 11, 2024 [2 min](/content/blog/2024-q1-recap/index.html) ## Q4 2023 News & Changes In November 2023, Parallel Works presented at AWS, Azure, and Google booths at Supercomputing 2023 as well as attended the Naval Postgraduate school's NATO Tech Day. Continue reading for an overview of what changed at PW in the fourth quarter of 2023. Olivia Shoup Dec 5, 2023 [3 min](/content/blog/2023-q4-recap/index.html) ## A Step-by-Step Guide to Developing Workflows A detailed guide to developing workflows that automate task execution across resources Alvaro Vidal Torreira Jul 20, 2023 [7 min](/content/blog/step-by-step-guide-to-developing-workflows/index.html) ## The GPU Productivity Gap: Why Buying GPUs Is Easy and Using Them Is Hard How Parallel Works ACTIVATE closes the gap between GPU spend and production AI Mar 3, 2026 [8 min](/content/blog/gpu-productivity-gap/index.html) ## The Future of Defense Computing Is Hybrid Defense organizations are under increasing pressure to modernize their computing environments while maintaining security, compliance, and operational readiness. Traditional, siloed infrastructure mode... Nov 7, 2025 [3 min](/content/blog/future-of-defense-computing-is-hybrid/index.html) ## High Performance Computing (HPC) 101 Multi-Cloud Computing Drives Digital Transformation Matt Long Oct 24, 2025 [11 min](/content/blog/hpc-101-blog/index.html) ## The Future of Computing is Hybrid Multi-Cloud Computing Drives Digital Transformation Sep 12, 2025 [5 min](/content/blog/the-future-of-computing-is-hybrid/index.html) ## Q3 2024 News and Changes An overview of what changed at PW in quarter 3 of 2024 Olivia Shoup Oct 4, 2024 [4 min](/content/blog/2024-q3-recap/index.html) ## Q2 2024 News and Changes An overview of what changed at PW in quarter 2 of 2024 Olivia Shoup Jul 1, 2024 [4 min](/content/blog/2024-q2-recap/index.html) ## January 2024 News & Changes We were excited to present at the 104th Annual Meeting of the American Meteorological Society. Continue reading for an overview of what changed at PW over the last month. Olivia Shoup Feb 8, 2024 [2 min](/content/blog/2024-jan-recap/index.html) ## Converting Docker to Singularity for Multi-Node MPI Jobs How to convert docker container images into singularity for use with Multi-Node MPI Jobs Alvaro Vidal Torreira Oct 20, 2023 [7 min](/content/blog/docker-to-singularity-mpi/index.html) ## Parallel Works v4 v4 is a foundational release of the Parallel Works platform, with a completely reimagined workflow framework, cluster filesystem flexibility, and several other improvements. Michael McQuade Jul 2, 2023 [7 min](/content/blog/parallel-works-v4/index.html)