Algorithms Architecture Adaptation Evolution
KKmatch/KKOS AI/Evolution
Evolution

A model is a snapshot, not a verdict.

People change, so the object describing them has to be able to change too. This page covers the three things that move over time: the model's own revision, the life stage it is projected onto, and the research and language coverage around it.

Life-stage projection

Four dimensions, nine years

Social, career, health and finance, weighted year by year across a three-year look-back and a five-year look-ahead. Node size is that year's combined intensity — hover any node for the summary. This is an illustrative projection, not a prediction about any real person.

Life-stage projection network
hover a year
Revision, not replacement

What happens when a model changes

Three rules keep a changing model from becoming an untraceable one.

Revisions are numberedA correction or a new session produces a new revision. Old scores keep pointing at the old revision, so history stays readable.
Corrections are loggedEvery override is recorded with the dimension, the direction and the time. The log is part of the model, not a side note.
Confidence moves honestlyNew evidence can raise confidence or lower it. A model that only ever gets more certain is a model that is not listening.
Research

We publish the assumptions, not just the conclusions

The research programme behind KKOS keeps original hypotheses and article-level analysis in the open, each labelled by how far it has actually been tested.

Language roadmap

Where Chinese stands, stated plainly

It is easy to claim broad language support. Below is what is actually shipped, what is in progress, and what has no committed date — because a roadmap that never says "not yet" is not a roadmap.

SHIPPED
Bilingual interface (English / Chinese)

Every page in this product line ships with a working language switch. The interface, navigation and dimension definitions are fully bilingual today.

SHIPPED
English-first voice and modelling path

The voice conversation and the 11-dimension model are currently produced and validated in English first.

IN PROGRESS
Chinese voice pipeline

Chinese speech recognition and synthesis for the conversation path are being worked on. Until they are validated, Chinese users get the bilingual interface with an English-first voice session.

NO COMMITTED DATE
Further languages

Additional languages are added when a validated pipeline exists for them. We would rather say nothing than announce a date we cannot hold.

The projection graph is an illustrative visualisation of the life-stage model, not a prediction about any individual.