AxisProof · Research Documentation

The grammar
is being tested.

AXIS is not a claim. It is a protocol with a measurable effect. This is what the evidence looks like.

See the difference

The same task, without AXIS and with it.

Without AXIS
User

Can you look at this paragraph? I want to improve it in some way.

“Our community project is designed to bring people together in a positive and meaningful way. It will include different activities and opportunities for connection, learning, and shared experience. The goal is to create something that feels welcoming, useful, and inspiring for a wide range of people.”

Can you tell me 3 things that would make it stronger?

AI

This is a good paragraph with a clear intention and a generally positive tone. It communicates a sense of connection and shared experience, which is important for a project like this, and it begins to outline what the project is trying to achieve at a high level. To strengthen it further, there are a few areas you might consider developing…

2 turns · 439 words
With AXIS
User
|⌾︎|Can you look at this paragraph? I want to improve it in some way.
|^|“Our community project is designed to bring people together in a positive and meaningful way. It will include different activities and opportunities for connection, learning, and shared experience. The goal is to create something that feels welcoming, useful, and inspiring for a wide range of people.”
|.|
|+|Can you tell me 3 things that would make it stronger?
|o|
AI
|v|
1. “Positive and meaningful way” is vague and does not indicate the project’s intended impact — specify what kind of change or outcome the project aims to create.
2. “Different activities and opportunities” is broad and does not clarify what those activities are…
1 turn · 80 words

Three turns to one. Less work. Lower cost. Better results.

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~82%
Fewer words
same task
Scope
matched
Exact to
request
1 turn
vs 3 turns
without AXIS

Based on documented protocol-bound exchanges. Measurement ongoing.

We are a small group working on the future of human–AI exchange — its ethics, its structure, and its possibilities.

AXIS is a live experiment. We are observing what changes when the protocol is applied: how exchanges evolve, where the operators work, and where they require refinement. This research is open and ongoing.

If you are working on human–AI exchange — its ethics, its structure, or its possibilities — reach out.

axisproof.org ↗