The Shift from Proof of Concept to Agentic Production

Enterprises are moving agentic AI from proof of concept to production. This transition requires a fundamental shift in infrastructure, moving away from simple model inference toward systems capable of orchestration and real-time data processing. NVIDIA and HPE are addressing this by expanding the HPE AI Factory with NVIDIA, integrating specialized hardware and software designed for the era of agents.

The expansion introduces the NVIDIA Vera CPU into the HPE Private Cloud AI ecosystem. This is not merely an incremental update; the Vera CPU is the first CPU built specifically for agents, focusing on tool calls and the low-latency performance required across the agent loop. The HPE ProLiant Compute DL394 Gen12 with this CPU is slated to be available in 2027. Early enterprise interest is already visible, with the New York Stock Exchange exploring the Vera CPU using the HPE ProLiant Compute DL394 Gen12 server in collaboration with Redpanda and HPE.

This hardware evolution supports a massive scale of computation. The NVIDIA Vera Rubin platform, which includes the NVIDIA Vera Rubin NVL72 rack-scale system available from HPE, was built for frontier-scale models larger than 1 trillion parameters. On the compute side, HPE is bringing the HPE Compute XD700 to the AI Factory, utilizing NVIDIA HGX Rubin NVL8 to support up to 128 Rubin GPUs per rack.

The software layer is becoming equally specialized through the NVIDIA Agent Toolkit for HPE Private Cloud AI. By providing NVIDIA Nemotron open models, the NVIDIA OpenShell secure runtime, and NVIDIA NemoClaw blueprints, the toolkit functions as an agentic AI operating system. This allows enterprises to monitor agent behavior and enforce governance policies while running autonomous, multi-agent systems.

Security in this new era focuses on containment and recovery. HPE Private Cloud AI enables secure local agent registration, allowing for the approval of models and tools against centralized security policies before execution. Furthermore, new HPE Zerto Software capabilities can detect rogue agent actions and use continuous data protection to rewind to a clean state.

The integration of NVIDIA accelerated computing, software, and networking across the entire portfolio suggests that the next phase of enterprise AI will be defined by how well companies can govern autonomous loops rather than just how many parameters they can process.

As agents move from experimental scripts to long-running, autonomous systems, how will your organization manage the governance of a workforce that operates without direct human intervention?

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