Join OCP for a workshop exploring the “Datacenter: Next-Generation ML Infrastructure Design Principles” specification. This session brings together contributors and community members to unpack the design principles shaping IT infrastructure for AI/ML at scale, from power and cooling to system architecture. Speakers to be announced. Come ready to engage with the technical challenges defining the next generation of AI-ready data centers.
Overview of the Workshop Series
The meeting kicked off with a brief overview of the Open Systems for AI strategic initiative, which has been ongoing since 2025. Participants were welcomed to this virtual workshop, part of a series focused on open systems. The agenda included discussions on semi-private work streams, which represent a shift from the traditional open projects.
“We’re going to cover semi-private work streams, which is somewhat of a shift in topic that we kind of informally called closed work streams versus open work streams.” — Speaker 2
The emphasis was on community involvement; the specification presented is not finalized and will be shaped by feedback.
Semi-Private Work Streams Explained
The distinction of semi-private work streams was clarified. These are designed for select companies that prefer a controlled environment for collaboration, though they must eventually open to public participation after one year or following their first contribution.
“There may be information that needs to be exchanged between parties that they wouldn’t want into a public forum.” — Speaker 2
A participant raised concerns about how this approach could appear contrary to the spirit of openness that the Open Compute Project (OCP) embodies. Multi-party discussions ensued on the balance between collaboration and openness, with an acknowledgment of practical needs for confidentiality in some cases.
“Pragmatism is certainly necessary.” — Speaker 1
Specifications Overview
The presentation transitioned to an overview of specifications aimed at creating a minimum standard for data center designs. The focus areas included power density, thermal requirements, and physical dimensions.
“The goal isn’t to try and make everything look the same […] but we do agree that there are some principles, some minimum tenets that are common across the scale.” — Speaker 1
The discussion covered metrics such as KW per linear foot instead of traditional rack metrics, reflecting higher density requirements driven by AI workloads.
“We expect to see that grow to 350 kW per linear foot in the future.” — Speaker 1
Engaging New Contributors
Questions arose about how newcomers can engage with ongoing projects. Speaker 2 provided guidance on how to connect with project leads and join discussions, emphasizing participation in open project calls.
“The fastest way and the majority of all of our project activity do happen in the open.” — Speaker 2
A new participant expressed their interest in contributing to the DCACM specifications and was directed towards mailing lists and project calls as starting points.
Challenges Discussed
As the discussion delved deeper into the specifications, participants expressed concerns about the implications of proposed dimensions and configurations, particularly around ceiling heights and rack depths. There was recognition of the tensions between standardization and the varied needs of different data center designs.
“The ceiling height is always a tension of trying to go to the big 5,000 amp…they take space.” — Speaker 1
Participants also raised specific technical questions related to cooling systems and the physical constraints of various designs.
Feedback and Future Directions
Toward the end, the conversation shifted to solicit community feedback on the proposed standards. The presenters encouraged participants to share their insights on what obstacles might impede the successful implementation of these specifications.
“What are the things that are sort of going to be roadblocks to being successful for everybody?” — Speaker 1
Various suggestions emerged, focusing on the need for maintainability and serviceability in designs, ensuring accessibility to critical systems.
“Should we have a section which is just about maintainability and accessibility of services?” — Participant
As the meeting wrapped up, there was a call for participants to provide feedback on the specifications and contribute to the evolving standards.
“This is an invitation for you to provide feedback.” — Speaker 2
The session concluded with logistical information on where to find the presentation materials and how to engage further with the OCP community.
“This presentation will be published on the past events page.” — Speaker 2