Private AI Is Not Just “Running a Model Yourself”: What a Production Architecture Actually Needs

There is an enormous difference between getting a large language model to produce an answer on a server and operating an AI service a business can safely depend on.

Read article

Private AI Is Not Just “Running a Model Yourself”: What a Production Private AI Stack Actually Looks Like

Running an open-weight model on a GPU does not, by itself, create a private AI platform. Here is what a production environment actually needs around it.

Read article

Private AI vs Public AI APIs: A Practical Infrastructure Guide for UK and European Businesses

Should your business use a public AI API or host AI privately? A practical guide to cost, security, data residency, control and infrastructure for UK and European organisations.

Read article

Engineering insights for teams running critical infrastructure

Occasional long-form pieces on infrastructure, security and engineering practice. Written by the Polar Networks team. No marketing, no filler.

    No spam. Unsubscribe any time.