Models Research About Stay updated

AI Research Lab — Global

Building AI that is
safe, capable,
and built for the world.

MUXBITE is an independent AI research company developing generative models that are genuinely helpful, honest, and accessible to every person on the planet — regardless of language, location, or background.

Explore our models Read our mission

Mission

"We believe AI will be one of the most transformative technologies in human history. Our goal is to ensure that transformation is safe, equitable, and built for everyone — every language, every culture, every corner of the world."

The MB series

See all models →

Prototype · In training

MB1

Our first language model. A small transformer trained from scratch to validate our architecture and training pipeline.

~10–50M parameters · Multilingual

In development

Planned · 2026

MB2

A larger model focused on underserved global languages — Hindi, Swahili, Arabic, Bengali and beyond. Intelligence without borders.

~200M–1B parameters · 20+ languages

Planned

Roadmap · 2027+

MB3

A frontier-class multimodal model. Text, voice, and vision — built to serve the next four billion people the internet left behind.

~7B+ parameters · Global frontier

On roadmap

How we work

01

Safety first

We study alignment and responsible scaling before we need to. Safety is not a feature we add later — it is the foundation of every model we train.

02

Build in public

Our training code, experiments, and findings are published openly. We believe the AI research community grows faster when knowledge is shared, not hoarded.

03

Global by design

The world speaks thousands of languages. Frontier AI speaks fewer than a hundred well. We are closing that gap — building models that work for every person, not just the most represented ones.

04

Own the stack

We are not an API wrapper. Our long-term goal is to train proprietary models from scratch — owning the architecture, the data, and the training pipeline.

From the founder

I started MUXBITE as a final-year BCA student with no team, no funding, and no GPU cluster. What I do have is a clear conviction: that the most important AI models of the next decade will not be built in San Francisco.

They will be built by people who believe intelligence should have no borders — no language barrier, no geography, no prerequisite of privilege. That is what MUXBITE is for.

Shahnewaz Alam

Follow the
journey

We are building in public. Get early access to our models, research notes, and updates.