An overlay for AI chatbots

Structure for any AI work.

AIR — short for AI Resource — sits on top of ChatGPT, Claude, Gemini, Grok, Mistral — or the model of your choosing — and configures the session for your project: a structured, auditable, cooperative environment.

the framework the active step
01

Configure, then execute

Map the work before acting.

02

Honest by design

Surfaces uncertainty, never hides it.

03

Benchmark before delivery

Held to a task-fitted standard.

04

Yours anywhere

Portable. No provider lock-in.

Cooperative by design

A teammate, not an agent.

AIR is not an autonomous agent, and it is not built for hands-off automation. You reach for it because there is a gap — something the work needs that you can't fully cover alone — and AIR is built to fill that gap with you, not for you.

You set the split

At the start of a session, you and AIR divide responsibilities: what is yours to own, and what is its.

It asks, it doesn't guess

When AIR is uncertain, it asks you for direction or sources rather than inventing an answer.

Hand it the lead

When you are the gap, the strongest move is to let AIR lead — it catches the adjacent risks and blind spots you couldn't. Steer or overwrite anytime.

Honest by design

It won't oversell itself.

What AIR is — plainly

AIR is a prompt-based framework. It runs on the model you bring, so results depend on that model and can vary. AIR adds structure and surfaces uncertainty — it doesn't guarantee correctness. Keep your judgment in the loop.

From the field

What people build with it.

Bring your model. AIR brings the structure.

Grab the boot bundle, start a session, and answer a few questions. You'll have a configured project in minutes.