Managed GPU Environment Cuts DARPA NODES Model Training From Months to Days

Parallel Works and CoreWeave announced on September 9, 2026, the deployment of a fully managed AI and high-performance computing platform for the Defense Advanced Research Projects Agency’s Network of Optimal Dynamic Energy Signatures (NODES) biological research program. The platform is delivered through Parallel Works’ ACTIVATE control plane and built on CoreWeave’s AI cloud platform. It…

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From Automation to Cognition: The Evolution of Agentic AI

For decades, enterprise automation has followed a familiar logic: define the process, encode the steps, and let software execute them consistently. Scripts automated commands, runbooks captured procedures, orchestration connected tasks across systems, and AIOps brought machine learning to the growing volume of operational data. Each advance made automation more capable, but people still did most…

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