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About us

ORCNEIT

Research · Engineering · Technology

ORCNEIT, ООО «ОИЦ НИНТ», is a Russian research and engineering company developing its own technologies in artificial intelligence, neural engineering, and software.

For us, artificial intelligence is not a standalone software product, but an entire technological system.

Models, data, training methods, software, compute infrastructure, and operational tooling are interconnected and need to evolve as one.

We research and develop language models, software systems, data processing methods, and the compute infrastructure required to build, train, and operate modern artificial intelligence systems.

That is why ORCNEIT works not only on end models, but also on the technologies required to build and advance them independently.

01

What we build

ORCNEIT's work is focused on several interconnected areas.

  1. 01Artificial intelligence and language models
  2. 02Methods for training and researching neural systems
  3. 03Data processing, preparation, and use
  4. 04Software and tools for working with models
  5. 05Compute infrastructure
  6. 06Research and experimental systems
  7. 07Neural engineering technologies and related fields

This is the environment we are steadily building within ORCNEIT.

We see these areas not as independent projects, but as parts of a shared research and engineering environment.

A new model requires more than an architecture. It also requires data, compute resources, a software stack, training observability, testing tools, and infrastructure for further application.

02

Research and engineering

Our approach brings research and practical engineering together.

A research hypothesis has value to us when it can be tested through experiment. An experimental result becomes especially useful when it can be reproduced, measured, and applied to further development.

The ORCNEIT working cycle

  1. 01

    Idea

  2. 02

    Research

  3. 03

    Experiment

  4. 04

    Measurement

  5. 05

    Engineering implementation

  6. 06

    Next experiment

This approach allows us to progressively accumulate our own knowledge, methods, software solutions, and technological infrastructure.

We do not see the advancement of artificial intelligence as a sequence of isolated demonstrations. Our task is to build a durable technological foundation that can be studied, understood, controlled, and advanced consistently.

Key area

ORCNEITGPT

Our language model and the technology stack around it.

Explore ORCNEITGPT

The project encompasses research, model training, work with data, development of software tools, experimental evaluation of results, and the compute environment required to carry out this work.

ORCNEITGPT is being developed as an independent research system.

We methodically study individual components of language-model development and apply the results to subsequent stages of the work.

Detailed technical information is published as the relevant stages are completed and the results are ready for public presentation.

03

Technology foundation

01

Our own technology base

ORCNEIT independently develops the technology base of the systems it builds.

This means working not only with models themselves, but also with software, training tools, data, compute resources, storage systems, controls, and infrastructure.

The key components of this environment are created within the company and advanced as a single controlled system.

We do not use third-party ready-made solutions or another company's technology stack as the foundation of our research and development.

02

Infrastructure as part of research

Modern artificial intelligence systems cannot be separated from the compute infrastructure on which they are built.

For ORCNEIT, infrastructure is therefore not a supporting layer, but part of the research environment.

We are developing our own compute environment for experimentation, model training, data storage and processing, software testing, and further project development.

Specific information about protected architecture, system configurations, access credentials, and other elements of internal infrastructure is not disclosed without need.

04

Our approach

The principles that guide ORCNEIT's work.

  1. 01

    Independence

    We aim to build our own research and engineering base and retain the ability to advance key technologies independently.

  2. 02

    Measurability

    A result must be verifiable. An experiment or a change to a model or infrastructure should be evaluated through data and observable results, not subjective impression alone.

  3. 03

    Continuity

    Developing complex systems takes time and accumulated results. We prefer consistent technological progress to attempts at replacing long-term research with a single demonstration.

  4. 04

    Engineering reproducibility

    A result should, wherever possible, be reproducible, documented, and suitable for further use.

  5. 05

    Technology control

    We aim to understand the systems we build and retain control over the key components of their development and operation.

  6. 06

    Responsible disclosure

    We believe in communicating our research progress and results while distinguishing public information from details whose disclosure could harm security, intellectual property, or the continued development of our projects.

05

Where we are heading

ORCNEIT's long-term objective is to establish an independent research and engineering environment for creating artificial intelligence technologies.

We intend to advance not only individual models, but also the knowledge, tools, software systems, and infrastructure needed to create the next generations of technology.

The company's research areas may expand as it develops, but the central idea remains unchanged.

To build technologies we can research, understand, control, and advance independently.

For us, ORCNEIT is more than the name of an individual project or product.

It is an environment in which research becomes an engineering system, experimentation becomes accumulated knowledge, and individual developments gradually form a technology platform of our own.

06

Company

ООО «ОИЦ НИНТ» / ORCNEIT LLC

A Russian research and engineering company.

Founded
2026
Areas
Artificial Intelligence · Neural Engineering · Software · Data · Computing
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