For researchers
In short
We have a working system with published constraints, and we are open to independent evaluation — including evaluation that concludes against us.
What exists to study
An iOS app in open beta with: a whole-life context model, a causal routing engine, a human model that decays and updates, a human-to-human network with an AI mediator (built, switched off), and eighteen explicit constraints that predate the code and are checkable against it.
What makes it unusual as an object of study is not scale. It is that the constraints were written first and published, so the gap between stated constraint and running behaviour can be measured rather than argued about.
Open questions we cannot answer ourselves
- Does whole-life context actually change which next step is right, compared with single-domain systems? We believe it; we have not demonstrated it to a standard we would accept from someone else.
- Does routing to a human instead of to a model change outcomes, and for which classes of situation?
- What does a person actually understand when a system explains its reasoning? Explainability that is not understood is decoration.
- Does a visible, correctable model of a person change how much they trust it — and should it?
- Can protection that overrides progress survive contact with commercial incentives over years?
What we do not have
No published trials. No independent audit. No clinical or psychological outcome claims of any kind, and we will not make them without evidence we did not produce ourselves.
Our evidence levels, stated plainly: most of what we claim sits at the team states it or reproduced in a specific build. Almost nothing sits at published test with methodology — and nothing at independently evaluated. That is precisely the gap we are asking for help with.
What we can offer
Access to the running system, the constraint documents, the internal claim registry, and a founder who will answer specific questions specifically. What we are not offering is a study whose conclusion we shape.
Contact: hello@lifegpsos.com · Constraints: /principles
Published 2026-09-17 · Updated 2026-09-17 · Every claim on this page carries a status