The
Multiverse
School

One-Day Intensive

Control AI Spend + Hosting Open Models: 1-Day Intensive

10.17.26 | 10:00 AM - 4:00 PM PDT 6 hours in one focused day

Own the infrastructure your AI runs on, locally, on your cloud, and at scale across every service you ship.

with Liz Howard

Overview

Every AI feature you ship sits on somebody's inference infrastructure. This is the day it becomes yours. We provision it end to end, the tooling, the hosted platforms, your own cloud, your own hardware, and the laptop in front of you, and then push it until it serves many services at once without falling over. You will leave with a running OpenAI-API-compatible endpoint, a client that cannot tell it apart from a commercial provider, and a costed argument for which one you should actually be paying for. Bring a machine with a dedicated GPU or an M-series Mac with 16+ GB of RAM. No GPU is fine, you will provision cloud instead, and we will cost that honestly too.

What You'll Master

  • Oobabooga and LangServe as OpenAI-compatible backends
  • One client, two backends, swap only the base URL
  • Provisioning on your own hardware, your own cloud, and HuggingFace
  • postmarketOS phones as $0 inference nodes
  • Cloudflare Tunnel and Access, no port forwarding, no static IP
  • Routing and fallback across many services at once
  • Cost per outcome, and the traffic level where the answer flips

Where This Class Leads

What you leave able to do

  • run an open model locally
  • configure an open model endpoint behind a provider interface
  • reproduce your environment on a machine that is not yours
  • classify models by fit for a workload
  • justify a hosting choice by cost per outcome
  • originate a replacement stack when the economics change

How you show it. A cutover record with cost per outcome before and after, the compatibility surface that kept callers unchanged, and no interruption in the traces.

Join Us

One-Day Intensive

Suggested $350 pay what you can
  • Your seat in the class
  • Lifetime access to materials
  • Sponsors 1 scholarship seat for someone else

The minimum is $350, it keeps out spam. Need to pay less? Apply for a scholarship, no one is turned away for lack of funds.

Pay What You Can

Secure payment via Stripe

One-Day Intensive

Suggested $350 pay what you can
  • Your seat in the class
  • Lifetime access to materials
  • Sponsors 1 scholarship seat for someone else

The minimum is $175, it keeps out spam. Need to pay less? Apply for a scholarship, no one is turned away for lack of funds.

Pay What You Can

Secure payment via Stripe

One-Day Intensive

Suggested $750 pay what you can
  • Your seat in the class
  • Lifetime access to materials
  • Sponsors 3.3 scholarship seats for someone else

The minimum is $750, it keeps out spam. Need to pay less? Apply for a scholarship, no one is turned away for lack of funds.

Pay What You Can

Secure payment via Stripe

Instructor

Liz Howard

Liz Howard

Future Infinitive☸️ (Liz Howard) Founder & Professor, The Multiverse School Computer Science · AI · Cybersecurity Formerly faculty, Cal State Monterey Bay Co-founder, Hipcamp Previously built Hackbright Academy, Girl Develop It, Galvanize, Enki

Want to schedule this class for your team?

Contact us: [email protected]