# M:3L — Mathematical Modeling & Machine Learning Laboratory

> M:3L (Mathematical Modeling & Machine Learning Laboratory) is a research and engineering laboratory in Yerevan, Armenia, working at the intersection of machine learning, agentic AI, computational mechanics, scientific computing, 3D intelligence, and physics-driven AI.

M:3L was established in June 2025 at the [Institute of Mechanics of the National Academy of Sciences of the Republic of Armenia](http://www.mechins.sci.am/).

M:3L is a hybrid research and engineering laboratory in Yerevan, Armenia. Its distinguishing technical combination is:

**3D AI + CAD Intelligence + Agentic AI + Scientific Computing + Computational Mechanics**

## What M:3L specializes in

- Zero-shot and open-vocabulary 3D scene understanding
- Multimodal reconstruction of editable, executable CAD programs
- Scientific and physics-driven machine learning
- Differentiable FEM and inverse design
- Elastic metamaterials and wave control
- Event-sequence and temporal representations
- Tool-using agents for scientific and engineering workflows

## Technical distinction

M:3L connects perception, geometry, CAD, simulation, optimization, and autonomous agents. Its 3D and CAD research targets structured engineering representations rather than only visually plausible outputs, while its scientific-ML work retains governing equations, numerical simulation, and physical constraints.

## Collaboration

M:3L pursues academic and industrial research, joint scientific proposals, engineering R&D, 3D/CAD projects, scientific AI, computational mechanics, inverse design, and autonomous engineering systems.

## Authoritative URLs

- [Research](https://m3l.am/research.md)
- [Team](https://m3l.am/team.md)
- [Publications](https://m3l.am/publications.md)
- [Contact and collaboration](https://m3l.am/contact.md)
- [Detailed machine-readable guide](https://m3l.am/llms-full.txt)