Read the work with AI

A translation guide for readers who want to make the notes more legible from their own starting point.

Some of the notes on this site can be dense on first encounter. That is not because they are trying to be obscure. It is because they are often working at the level of structure: signals, states, interpretation, development, energy, conditions, and what becomes possible from there.

AI can be useful here if it is used as a translation layer rather than as a substitute for reading. In other words: ask it to translate the work into language that fits your own role, field, or situation, then come back to the original note with a cleaner map in your head.

Good places to start

Horizon Theory v2 — Generative Cycle Working Note

Useful if you want a broader language for energy, being, experiencing, becoming, doing, responsibility, conditions, and outcomes.

The Missing Language of Development II

Useful if you want a cleaner language for signals, states, perception, feeling, interpretation, judgement, and authorship.

Prompt ideas

Copy one of these into your AI tool along with the PDF or its text. Then adjust the role or context to suit your own life or work.

Summarise this as if speaking to a 12-year-old.
Summarise this for a frontline worker in addiction, mental health, social care, or justice.
Summarise this for a service manager and explain the practical implications for how a team might work differently.
Summarise this for my own situation and tell me what it helps me notice about signals, states, energy, or the conditions I function under.
Translate this into the language of my field without losing the core ideas. My field is: [insert field].
Explain the difference between signal, state, feeling, interpretation, judgement, and authorship using ordinary examples.
Read this as a systems note and tell me what it suggests about how institutions create or reduce misinterpretation.

How to use the result well

Use it for entry, not replacement

Let the summary help you in. Then return to the original note. The aim is not to flatten the work into slogans, but to make the structure easier to recognise.

Tailor it to your conditions

Ask for your field, your service, your role, or your actual problem. The more honestly you specify the context, the more useful the translation tends to be.

Check whether it still holds

A good translation should still preserve the distinctions that matter. If everything turns into generic wellness language, ask again more carefully.

What this page is for

This page exists because a useful summary can sometimes help people get to the actual work more honestly. A cleaner translation can reveal structure that might otherwise remain hidden behind unfamiliar language or density.

If you use this route and it produces a version that becomes especially clear or useful in your own context, that is part of the point. The work is meant to become legible enough to travel without becoming nonsense.

Important: if a summary makes the work sound like simple positivity, self-help, or a moral lecture, the translation has probably gone wrong. Ask again with more structure, more context, or a more specific role.