On-prem
On-prem on Beyond Market Intelligence: a running collection of 2 stories we have gathered and hand-picked because they are worth your time. Every post here touches on on-prem in some way — the news, the analysis, the deep dives, and the occasional surprise find. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work with data. New stories are added to this page as we find them, so check back if you want to keep up with what is happening around on-prem, or subscribe to the RSS feed to get them as soon as they are published. Browse the collection below, or head back to the homepage to see everything Beyond Market Intelligence is covering right now.
On-prem MLOps in a hospital: advice needed for production monitoring of self-built and vendor models? [D]
Hospitals face unique challenges in deploying and monitoring AI models, particularly within regulated environments like the EU’s MDR and AI Act. This post details a hospital’s search for a comprehensive, on-premise MLOps solution—built on OpenShift—to manage both internally developed and externally sourced models. The core need is robust production monitoring encompassing drift, bias, and custom metrics, even when models reside within vendor infrastructure, relying solely on ingested input/output data. See "Structured Evaluation Pipelines to Improve Your AI Workflows" for related insights.
I have a mid-sized GPU cluster and was thinking about giving free compute [D]
A generous community member, /u/redwat3r, is exploring offering compute resources from a substantial on-prem GPU cluster – eight NVIDIA 16GB GPUs, 256GB CPU RAM, and ample storage. This cluster, currently utilized for ML/AI research, presents a unique opportunity for researchers needing access to a readily available resource. Considering roughly 200 GPU-hours, potential users might explore tasks like fine-tuning large language models or running computationally intensive simulations. For those navigating research costs, our recent article, "EMNLP26 Cost [D]," offers insights into conference expenses.