KKOS modeling + matching engine · one closed loop

Understand the person first —
then match the right one

KKOS turns one conversation into an explainable 11-dimension human model. The matching engines consume it for mutual matching, causal insight and forecast — and your feedback writes back.

L
Alex · 28
Structured · INFJ
92%
C
Chris · 31
Visionary · ENFP
88%
L
Alex
KKOS model · 11 dims ready
9.2
C
Chris
Complementary · Aligned
8.8
0
Model dimensions
0
Input modes
0
To a full model
0
Forms to fill

Engine specifications, not live telemetry. What we actually measure →

KKOS · Human Model Engine

Understand the person first, then match

KKOS turns one conversation into an explainable 11-dimension human model. Matching is not a separate system — it runs on that model.

01

One conversation

Voice, text or video. About 5 minutes, no forms.

02

An 11-dimension model

Every dimension carries evidence, confidence and uncertainty.

03

The matching engines read it

Mutual matching, causal insight and forecast all use the same model.

04

You can overrule it

Mark a trait right, wrong or unsure — the model re-weights to your call.

05

Written back, sharper next time

Corrections become a new model version that both conversation and matching inherit.

One closed loop: conversation → model → matching → your feedback → back into the model.

🧬

11-dimension trait model

Communication style, directness, decision style, conflict style … each scored with evidence, never filled in by a form.

🔍

Evidence, not verdicts

Every call ships with why the model thinks it and what would change the conclusion. No hidden inference.

✍️

A correction loop

Mark any dimension right or wrong — your feedback re-weights the model instead of being quietly ignored.

🔐

Private by default

Six explicit consents before a session; raw media is not stored, and deleting your model cascades to derived data.

Five engines in the matching layer

These engines do not guess. They consume the 11-dimension model KKOS builds — better model in, better match out.

(0)

Personality Profile

MIND · CAPSULE

Understand someone at a glance — 11 traits distilled into one profile.

(1)

Relationship Memory

TGN · TEMPORAL

Remembers how a relationship evolved, step by step.

(2)

Causal Insight

NOTEARS++ · CAUSAL

See who influences whom — the real turning points.

(3)

Mutual Matching

DYADIC · ATTENTION

Reads both people at once — the chemistry between you.

(4)

Relationship Forecast

DSM · SURVIVAL

Forecasts how far a relationship can go, and its turning points.

7-Layer Network, Layer by Layer

Five core engines chained into one pipeline — from the KKOS 11-dimension model to a match score.

The algorithm system that gets you

One Model, Three Scenarios

The same KKOS core, adapted to social apps, counseling, and behavior insight through different adaptation layers.

TOC · SOCIAL APP

Social Apps

Layer: Match Engine

Cold-start profiling that turns "swiped" into "talking".

  • First profile in 30s, recommendations on signup
  • 11 traits × relationship memory — match on chemistry, not tags
  • Mutual matching that pairs two "mutually-attracted" people
  • Relationship health tracking to lift retention & engagement
TOC · COUNSELING

Counseling

Layer: Relational Assessment

Translate unspoken emotions into understandable language.

  • Causal insight locates the crux — the "why" behind emotions
  • Relationship-stage prediction with conflict early-warning
  • Personality profiles help counselors build rapport fast
  • Privacy-first, on-device modeling
TOB · BEHAVIOR INSIGHT

Behavior Insight

Layer: Org Behavior Intelligence

See the collaboration and tension between people through data.

  • Team complementarity forecast & conflict alerts
  • Client style-fit to lift close rates
  • Culture-fit assessment to cut attrition
  • Causal-chain mapping to find performance drivers

4 Life Dimensions, 9-Year Evolution

Social, career, health, and finance weights across the past 3 and next 5 years. Node size = yearly intensity. Hover for a refined summary.

Life-Stage Evolution Forecast Network
Hover to preview

Let AI understand you first — then find the right person

Free 7-day trial · No credit card · An 11-dimension human model in 5 minutes

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