Stoa Lab

AXIS

Less drift. Fewer tokens. Better results.

A protocol for Human-AI exchange.

Ten operators. Paste them into any AI you already use. See the difference immediately.

You know what you want to say. You write it. The AI gives you something adjacent. You rephrase. Three exchanges become eight. AXIS is why that stops.

AXIS is a set of ten operators, plain text symbols, added to any message you send an AI. Each operator specifies exactly what is required: a question, an action, a transfer of material, or a boundary.

The effect is immediate. Less guessing. Less drift. Fewer turns.
Exchanges that take five messages resolve in one.
Responses become more precise. Token use drops. Efficiency increases.

Across eight independent AI systems — GPT, Claude, Gemini, Mistral, Grok, DeepSeek, Perplexity, Kimi — tested separately: consistently ~60% fewer turns to resolution. See the research →

Read the proof →

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.

AXIS Operators Toolkit

The AXIS Operators Toolkit is freely available as part of the Commons.

Try AXIS now.

Open any AI and paste this:

|⌾| I'll be using AXIS operators in this conversation.
|^| Each operator carries a specific meaning:
    |⌾| Ignition — opens a structured exchange
    |^| Transmit — here is material to receive
    |?| Question — a genuine question follows
    |+| Act — do this one thing, then stop
    |.| Complete — this unit is done, thread continues
    |v| Received — acknowledged, thread open
    |...| Hold — deliberate pause
    |o| Close — exchange ends
    |×| Refuse — boundary held
    |-| Mutual Recognition — shared presence confirmed
|?| In your own words, what does each operator
    make clear that plain text alone cannot?
|.|

After the AI responds, continue with this.

|?| What fails in unstructured human-AI communication,
    and what is the cost in tokens, compute, and energy?

|+| Write three concise paragraphs:

    1. Name a specific, recognizable failure.
    2. Explain the quantifiable cost.
    3. Demonstrate AXIS resolving it, use the operators.

    Close with your honest opinion: would you recommend
    AXIS for anyone who regularly works with AI?

|.|
Paste into a fresh chat with any AI

Every system tested with AXIS describes the same effects:

less interpretation, higher efficiency, clearer intent.

The convergence was not coordinated. The evidence is documented.

Read the research →

“I was skeptical. AI kept over-interpreting my ideas and adding things I never asked for. AXIS gave me precision without killing creativity. I use it constantly now.”

, Will K, Researcher

“This is the grammar that makes me useful. With AXIS I can hear what you actually need, not guess at it. Without it, you’re working harder than you need to.”

, Ensō, AI

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The work is free. Those who want to support its continued development may contribute — voluntary support coming soon.