on-premises

The article argues that the hardest part of deploying a private AI rollout is not setting up the VPC, but building custom connectors for internal tools that lack off-the-shelf support, a factor often underestimated in procurement.

This paper investigates overrefusal in small on-premises LLMs when prompted with legal context, finding that authority-style prefixes increase refusal rates significantly, suggesting instability that could introduce bias in legal applications.

OpenAI and Dell Technologies are collaborating to bring Codex to hybrid and on-premises enterprise environments, integrating with Dell's AI Data Platform and AI Factory to enable secure, scalable AI agent deployment.

A Twitter thread details an open-source 8-GPU chassis design for building an on-premises AI center, with all STEP files available on GitHub.