Since 2024, the project team, united under the IP Shaman, has been conducting systematic scientific work on the fundamental area:

Proto-language as a universal logical and semantic platform for building a computer, AI, OS, database, monetary and wellness system.

Initial hypothesis: Kazakh is one of the most agglutinative and morphologically pure languages, containing archetypal roots lost in inflectional and analytical languages.

What's done:

• The lexical and semantic analysis of 1000 keywords of the Kazakh language is carried out;
• The universal roots are highlighted: ai, el, er, ata, ie, te, jean, ot, ana, aga, bol, bar, kel;
• A map of degradation agglutination → inflection in global languages has been formed;
• The reconstruction of the semantic syntax of the new language has begun.

The development of our own programming language is based on the principles of:

• semantic agglutination, without syntactic noise;
• a command architecture based on meaning rather than form;
• internal compatibility with OS, AI and database;
• no need for SQL, JSON, YAML — everything is expressed in one language.

Example:

ata zharyk:
yeager te(ie, ata) bolsa:
        Ate(bala)

The function reads like logic, not like code.

As part of the Shaman AI project, we are implementing AI based on meaning, not statistics.

The foundation is a biological model:

• disease = distortion of the information and energy structure;
• rehabilitation = restoration of the internal semantic architecture.

What is implemented:

• voice AI on the Llama 4 model;
• a local AI application without dependence on clouds;
• The structure of the dialogue is based on archetypes: ata, jean, iesi, sau, tus.

Read more: GitHub repository

Within the framework of the theory of biocircular economics, the Tenge system based on the analogy with an organism has been developed.:

Key principles:

• abandoning the debt model;
• liquidation of intermediary banks;
• automated, non-cumulative model;
• neural network AI is the regulation of value inflow.

Ata sanau:
    yeager te(ie, ata) bolsa:
        bol natizhe = 0
el(san) yager ten(ata, >10)
from Aktau(zhan)

Translation:

• Assign a name to sanau (account);
• If the current user owns this feature:Initialize this (result); Go through the set of sans, choose where ata > 10; Save the result to a file.
• Initialize this (result);
• Go through the set of sans, choose where ata > 10;
• Save the result to a file.

Key ideas:

• ate(...) = table selection;
• ata(...) = filtering by name/ field;
• ie(...) = access rights;
• from Aktau(...) = write operation.

Request example:

ate(adam) yeager ten(zhas, >20)

An analog in SQL:

SELECT * FROM adam WHERE jac > 20;

But — without SQL, without ORM, without intermediate language.

The goal: to replace the parasitic debt model of the economy with a biocirculatory, AI-driven model of a living organism.

E(t) = ∑_{i=1}^N f_i(t)

Where:

• E(t) — the volume of emissions at time t;
• f_i(t) — the need of each “cell” i (person, project, community);
• The algorithm calculates f_i based on living standards, contributions, and goals.

S_i(t) = dE/dt - L_i(t)

• S_i — the retention rate of funds;
• L_i — liquidity = waste;
• The system encourages circulation and penalizes accumulation (analogous to blood clots).

R_i = max(B_i, U)

• B_i — biological need (shelter, food, medical care);
• U — the universal minimum (OZHNOO);
• R_i is a guaranteed flow for everyone.

• All transactions → are readable on YAP "OOPS";
• Example:

ata tolem:
Yeager ten(ie, Adam) zhane ten(kyzmet, "bilim") Bolsa:
        bol tenge = 240
from Aktau(kazyna)

Everything is based on one language, understandable to thinking, not technological noise.

• Shaman AI — voice AI and platform
• GitHub: Architecture of the language, dialogues, prototypes

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