OnpremBench.aiby Understand.tech

Help improve this record. Suggest a correction

ONPREMBENCH / GUIDES

What others figured out.
Ready to build on.

Technical recipes, operating lessons and real deployment experience. Start with your machine and keep the original authors in view.

Also in Guides: Operating lessons Shared setups

Suggest a resource
6 resourcesLinked guidance · no implied certification
RecipesSupplier

NVIDIA’s workstation playbooks

Browse serving, development and application guides.

GB10GB300
For your deployment

Individual playbooks have their own hardware support matrices. Do not assume all target both platforms.

OperationsUnderstand Tech

Our journey from Ollama to vLLM to NIM

Why runtime selection became an operating decision at UT.

GB10GB300
For your deployment

The narrative is operator-reported. Pinned versions and comparable results are still to be attached.

TroubleshootingUnderstand Tech

Investigating a 30-minute startup

Separate download, preparation, model loading and service readiness.

GB10GB300NIM
For your deployment

An open investigation, not a diagnosed universal NIM issue. Cold and warm starts need separate measurement.

OperationsUnderstand Tech

Offline is a property of the whole stack

Examine what still connects beyond the premises.

Across workplaces
For your deployment

Distinguish initial installation, inference, application use, authentication and updates.

OperationsUnderstand Tech

Sharing one box across applications

An operator’s questions about memory and shared inference.

GB10GB300
For your deployment

A model fitting in memory does not establish a supported-user count.

Deployment experienceUnderstand Tech

An execution agent beside the test equipment

Confidential Wi-Fi module test automation.

Across workplaces
For your deployment

Exact hardware and proprietary test assets are not disclosed. This is an application field record.

Collected with context. Credit stays with the author.

We index and summarize original resources. Linked playbooks are not automatically tested by UT. Check the original version, licence and hardware matrix before using code. Historical forum reports keep their dates and resolution context.

Read the evidence policy