PRIVATE-AI-FRAMEWORK / MANIFESTO

You wouldn’t run your DB on someone else’s machine. So why your AI?

A short, opinionated statement of why the LAIR private AI stack exists — and what we refuse to build.

01 — THE PROBLEM

Every time you send a prompt to a hosted AI, you’re handing over context. Your codebase. Your internal docs. Your customer data. Your reasoning.

The SaaS AI model is simple: you get capability, they get signal. Every query you run trains their understanding of what you’re building. Lock-in isn’t a side effect — it’s the product.

# what actually happens when you call a hosted API
$ curl https://api.some-ai-vendor.com/v1/chat \
    -d '{"messages":[{"role":"user","content":"YOUR_CONFIDENTIAL_DATA"}]}'

# data leaves your perimeter. always.

02 — WHAT WE REJECT

  • Sending proprietary data to third-party inference endpoints
  • Black-box models you can’t audit, fork, or verify
  • “Privacy-first” as a marketing claim, not an architecture
  • Per-seat pricing that scales with your success
  • Managed services that own your workflows

03 — WHAT WE BUILD

LAIR is a complete private AI stack that runs entirely on your infrastructure. Models, automation, tooling, storage — one ./setup.sh away.

  • Local-first inference — prompts never leave your machines
  • Zero data egress — verify it in the network tab, not in our docs
  • Full source — read it, fork it, own it
  • Permissive license — no open-core bait-and-switch
  • Runs on your hardware — cloud, bare metal, air-gapped

04 — ON OPEN SOURCE

Open-source means nothing if it’s open-core. Half the stack behind a paywall, the important features gated on the Enterprise tier — that’s not open source, that’s a funnel.

LAIR ships fully open the day it hits GitHub.
Not a lite version. Not a community edition.
The actual thing, under a permissive license.

We believe software you depend on should be software you understand. AI running inside your stack is no different from a database or a message broker: you should be able to read it, trust it, and modify it.

05 — WHO THIS IS FOR

If you’ve ever redacted a document before pasting it into a chatbot, LAIR is for you.

If you work in a regulated industry and AI tools are blocked by your security team, LAIR is for you.

If you’ve looked at your AI vendor bill and done the math on what it costs at scale, LAIR is for you.

If you just think it’s reasonable to own the infrastructure your business depends on, LAIR is for you.

06 — OUR COMMITMENT

We’ll ship ugly code before we ship closed code.
We’ll write docs before we write a sales deck.
We won’t add telemetry without an explicit opt-in.
We won’t hide the hard parts behind a managed tier.

Your AI. Your data. Your machine.

LAIR — Private AI, by design.