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8-5-2-5-9
BANTU LINGUISTIC AUTOENCODER
Genesis 1:28 - "Muzaale.. mwale, mweyongere mujjuze ensi"
"Be fruitful, multiply, replenish the earth, subdue it"
Ivyabona vya Yehova - Witnesses who survived the collision
ENCODE ↓
DECODE ↑
OKUZALA
Birth
Gen 1:28
MUZAALE
Begetter
Name
OKUMERA
Sprout
Root
OKUKULA
Mature
Grow
OKUKONA
Collide
Survive
NGIKHONA
I'm here!
Still alive
OKUBONA
Witness
See/Testify
IVYABONA
Witnesses
Psalm 23
-A
Indicative
General form
-E
Subjunctive
Command
-NGA
Progressive
While doing
-YE/-ILE
Perfect
Completed
-IRE
Stative
State/Result
UKU-
Infinitive
isiZulu/Kinyarwanda
Pure action
OKU-
Infinitive
Lusoga variant
Core essence
-ZAL-
Birth
Generate/Beget
-MER-
Sprout
Root/Emerge
-KUL-
Grow
Mature/Increase
-KON-
Collide
Survive/Persist
-BON-
See
Witness/Perceive
LUGANDA
Uganda
Baganda
KINYARWANDA
Rwanda
Banyarwanda
KIRUNDI
Burundi
Barundi
RUNYANKORE
Uganda
Banyankore
KISWAHILI
East Africa
Waswahili
ISIZULU
South Africa
AmaZulu
ISIXHOSA
South Africa
AmaXhosa
CHISHONA
Zimbabwe
VaShona
KiSOGA
Uganda
Basoga
🌍

Ukubona note — where wa came from

1. You mapped surface tokens → roots → infinitives → conjugations (encode).

2. After successful decode, the remaining role-marker (source/possessive) clustered in outputs: that is wa — a relational residual.

3. In this viz, it appears when you highlight Layer-5 usages (decode). Use the buttons below to step the demonstration.