Research
We are building the foundation. Not merely customizing someone else's.
മലയാളം അടിസ്ഥാനമായി.
Musiriz is not an existing foundation model adapted for Malayalam. Our team has developed its own foundational model architecture and training stack — from the language processing pipeline to training and evaluation.
The Architecture Is Ours
From the architecture and language processing pipeline to training and evaluation, Musiriz is being developed as an independent model technology, with Malayalam as the primary language target.
Malayalam at the Core
Most AI systems approach Malayalam as one language among many. Musiriz takes a different path: Malayalam is the starting point.
- Vocabulary
- Grammar
- Morphology
- Syntax
- Context
- Idioms
- Literature
- Cultural references
- Contemporary language
Understanding a language is more than translating words. It is understanding the world expressed through that language.
From a T4 GPU to a Foundation Model
Great technology can begin with limited resources when the ambition is large enough.
The story of Musiriz begins with remarkably modest resources: freely accessible Google T4 GPUs, used for early experimentation and to validate our architecture. No enormous compute cluster. No billion-dollar infrastructure. Just architecture, data, compute, engineering, research and iteration.
- 01
T4 Experiments
- 02
Optimised Training
- 03
Larger Compute
- 04
Dedicated Infrastructure
- 05
Sovereign Deployment
Sovereign Intelligence
Sovereignty means controlling the fundamental technology.
Musiriz is being developed with a long-term vision of sovereign AI capability — more than simply running an AI model inside Keralam or India. The objective is to progressively reduce dependence on proprietary external AI models and APIs for Malayalam intelligence.
- 01Our Architecture
- 02Our Training Pipeline
- 03Our Model
- 04Our Data Strategy
- 05Our Deployment
- 06Our Intelligence
Musiriz vs Musiriz Chat
Musiriz is the engine. Musiriz Chat is the vehicle people use to experience it.
| Musiriz | Musiriz Chat | |
|---|---|---|
| What it is | Foundation Model | AI Chat Agent |
| Role | Core intelligence | User-facing experience |
| Purpose | Learn Malayalam | Interact with users |
| Architecture | Indigenous | Built around Musiriz |
| Users | Developers / researchers / AI systems | Everyone |
| Layer | Model | Application / Agent |
| Language | Malayalam | Malayalam |