AI Infrastructure
Decision briefings on AI infrastructure: model APIs, self-hosting, cost structures, and adoption criteria.
AI Infrastructure
What OCP Rack Standards Actually Change for AI Data Centers
OCP now publishes separate specs for AI rack power, mechanical form factor, and firmware recovery, but AMD Helios, Legrand cabinets, and hyperscaler proprietary racks still require vendor-specific integration work before real interoperability exists.
July 27, 2026
AI Infrastructure
800 VDC power architecture: UPS and grid integration limits
800 VDC distribution promises smaller footprints and fewer conversion stages for AI data centers, but the evidence shows grid reliability depends on separate UPS and LVRT compliance choices that vary by vendor and are not yet standardized.
July 26, 2026
AI Infrastructure
NVLink Fusion Optics: What Changes for AI Racks
NVIDIA's NVLink Fusion scale-up fabric now has a co-packaged optics option alongside copper. The addition is an ecosystem membership, not a shipping rack SKU, and buyers need to price the difference before committing.
July 25, 2026
AI Infrastructure
800V DC Power Distribution: What OCP’s LVDC Shift Fixes
OCP has formalized a path to 800V DC power distribution for AI racks, but the case for it only holds once rack density crosses the point where the incumbent 54-volt standard breaks down.
July 25, 2026
AI Infrastructure
ESUN Ethernet for Scale-Up Networking Takes On NVLink
OCP's ESUN effort aims to give Ethernet the lossless, low-latency behavior scale-up AI fabrics need, competing with Nvidia's NVLink and Broadcom's SUE track. The architecture rationale is public; per-port bandwidth and interoperability data are not.
July 25, 2026
AI Infrastructure
What Data Center Reliability Standards Require by End of 2026
FERC ordered NERC to file mandatory data center reliability standards by December 31, 2026, after a 2024 fault stripped 1,500 MW of load off the grid. Registration criteria remain unwritten, and demand growth, siting opposition, and a widening contracted-versus-operational capacity gap complicate any near-term commitment.
July 25, 2026
AI Infrastructure
Hugging Face Governance on Foundry Managed Compute, Explained
Microsoft's Foundry Managed Compute puts Hugging Face open-weight models behind the same RBAC, observability, and billing as any other Foundry model. Here is how that path compares to Hugging Face's own Inference Providers, a self-hosted Run:ai deployment, and local tools like Ollama and Jan on governance, GPU control, and switching cost.
July 24, 2026
AI Infrastructure
Why dnf install docker Gives You an Old Docker Version
Two engineers run what looks like the same command — install Docker via yum or dnf on an RPM-based host — and get different versions, different errors, or a daemon that won't start. The cause is never the package manager itself.
July 21, 2026