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AI43 · Open models

Open Source & Self-Host

Build a private, capable AI stack around open LLMs: choose models, run them on infrastructure you control, and make each task earn its compute.

Duration
4 weeks · 12 build sessions
Format
Telegram POD · self-host lab
Pace
Three build sessions per week
Waiting list

01 · What you’ll learn

What you’ll learn

  1. 01

    Map privacy, latency, cost, and hardware constraints—and decide what belongs locally, in a private environment, or with an external provider.

  2. 02

    Choose open models for dialogue, structured extraction, coding, retrieval, and multimodal work.

  3. 03

    Deploy an inference gateway, route tasks between models, add useful context, and use caching to improve speed and cost.

  4. 04

    Build evaluations for quality, safety, speed, and cost; observe failures and improve the stack without losing human control.

03 · How we learn

How we learn

Start with one real workload. Each build session improves a concrete layer of your stack, while the POD reviews architecture, trade-offs, and failure cases.

03 · Who it’s for

Who it’s for

  • Teams and independent builders with a sensitive or recurring AI workload
  • Product, operations, and IT practitioners who need control over data and tooling
  • Advanced learners ready to run and evaluate models instead of only consuming hosted chat tools

06 · AI43 POD

Learner perspectives

I stopped asking AI for answers and started building criteria for better decisions.
Product lead · pilot learner
Draft testimonial — replace with a verified learner quote before launch.
The POD made the difference: seeing how others approached the same quest exposed my blind spots.
Independent consultant · pilot learner
Draft testimonial — replace with a verified learner quote before launch.
Short quests fit around work, but the method stayed with me after the course.
Operations manager · pilot learner
Draft testimonial — replace with a verified learner quote before launch.

AI43 · Telegram POD

Run an AI stack you control.

Join the waiting list and we’ll share dates when the first Open Source & Self-Host POD is ready.

Get notified when the next POD opens.
AI43 · POD 0418 members · AI coach online
Today
AI43 Coach

Quest 06 is live: turn a vague task into a clear brief.

Maya

My checklist found two gaps before I sent the result.

AI43 Coach

Good. Verify the sources, then post your #log.

AI43 · POD 0418 members · AI coach online
Today
Noah

What changed after the peer review?

Lena

I added criteria and a stop point. The result is calmer and faster.

AI43 Coach

That’s the skill: better decisions, not simply more output.