ORIVEN LABS / MODEL RESEARCH

AI Models. Custom Architectures.

We build AI models based on custom architectures. At Oriven Labs, research starts with how a model is designed—not just how it is used. We believe that models can be trained In many ways.

Explore our focus

Explore our focus

Connect with the lab

Connect with the lab

AI

We are Oriven Labs, founded by Alexander Mummert. We research and build custom architectures and make AI models based on our research.

Our approach

From architecture to AI model

Step 1.

Design the architecture

Define the model’s structure around the research question and the capabilities we want to explore.

Step 2.

Develop the model

Turn architectural ideas into model implementations and study how they learn.

Evaluate and refine

Test model behavior, understand its limitations, and use the findings to refine the design.

Research focus

Research at the architecture level

Our focus is the model itself: its structure, learning, and behavior.

Architecture Design. Designing the structure of AI models and how information moves through them.

Architecture Design. Designing the structure of AI models and how information moves through them.

Architecture Design. Designing the structure of AI models and how information moves through them.

Model Development. Turning custom architecture concepts into working AI model implementations.

Model Development. Turning custom architecture concepts into working AI model implementations.

Model Development. Turning custom architecture concepts into working AI model implementations.

Learning Methods. Exploring how architectural choices shape the way a model learns.

Learning Methods. Exploring how architectural choices shape the way a model learns.

Learning Methods. Exploring how architectural choices shape the way a model learns.

Architecture Experiments. Testing design choices to understand what each part of a model contributes.

Architecture Experiments. Testing design choices to understand what each part of a model contributes.

Model Evaluation. Studying model behavior, failure cases, and the limits of what it can do.

Model Evaluation. Studying model behavior, failure cases, and the limits of what it can do.

Model Evaluation. Studying model behavior, failure cases, and the limits of what it can do.

Iterative Research. Using experimental findings to refine architectures and guide the next model.

Iterative Research. Using experimental findings to refine architectures and guide the next model.

Iterative Research. Using experimental findings to refine architectures and guide the next model.

ROADMAP

Projects in progress

Superset (In development): an all-in-one agentic platform built on Anthropic's Claude API. Claude powers the agents and the apps built on the platform. It's also the harness for Oriven's own upcoming models.

Superset (In development): an all-in-one agentic platform built on Anthropic's Claude API. Claude powers the agents and the apps built on the platform. It's also the harness for Oriven's own upcoming models.

Superset (In development): an all-in-one agentic platform built on Anthropic's Claude API. Claude powers the agents and the apps built on the platform. It's also the harness for Oriven's own upcoming models.

Oriven model (In research): a model built on our own custom architecture, designed to run in Superset.

Oriven model (In research): a model built on our own custom architecture, designed to run in Superset.

Oriven model (In research): a model built on our own custom architecture, designed to run in Superset.

FAQs

Questions about Oriven Labs

Got a specific question? Contact us

What is Oriven Labs?

What do you mean by custom architecture?

What does your research focus on?

What does responsible AI mean to the lab?

Can I discuss a research collaboration?

Oriven Labs

Let’s explore what a different architecture can make possible.

Discuss a collaboration

Explore our focus

Oriven Labs

Let’s explore what a different architecture can make possible.

Discuss a collaboration

Explore our focus

Oriven Labs

Let’s explore what a different architecture can make possible.

Discuss a collaboration

Explore our focus