AI Research & Products

AI research and products built for a multilingual world

MUXBITE is an independent AI lab dedicated to training capable, safe, and accessible language models — without depending on anyone else's infrastructure.

Explore our models Read our research

MUXBITE is built on hard questions.

We believe the next generation of AI should not be built by a handful of incumbents alone. Language models that serve billions of people should reflect the full diversity of human language — not just English.

We are asking what it takes to train frontier models as an independent lab, starting from the ground up, with limited resources and unlimited intent.

See how we work
Latest

Latest releases

July 2026
Announcement

MB1 training begins — QLoRA on Mistral 7B

The first MUXBITE model enters active training. MB1 is fine-tuned using QLoRA over Mistral 7B on a curated blend of 16,500 instruction-following, code, and reading comprehension examples.

July 2026
Product

Introducing MUXBITE X — the flagship agent

MUXBITE X is our autonomous agent platform: multi-step planning, tool use, and adaptive execution. Built on top of MB3, it goes beyond single-turn chat to handle complex, real-world tasks.

June 2026
Research

MUXBITE model architecture — a first look

An overview of the three-tier model family: MB1 (free), MB2 (pro), and MB3 (flagship). We outline our training philosophy, dataset strategy, and long-term roadmap toward proprietary model weights.


Model family

Three models. One mission.

Flagship Agent
MUXBITE X

Our autonomous agent platform. Multi-step task planning, tool use, and adaptive execution powered by MB3.

Try MUXBITE X
Tier 03 — Frontier
MB3

Chain-of-thought reasoning, RLHF alignment, 128K context. The hardest problems, handled.

Waitlist
Tier 02 — Pro
MB2

Extended context, stronger code generation, deeper reasoning. Built for developers at scale.

Details
Tier 01 — Free
MB1

Fast, multilingual, and free. Fine-tuned on Mistral 7B via QLoRA. Available to everyone.

Try MB1

Work

At MUXBITE, we build AI to serve humanity's long-term well-being.

We are not building the next feature. We are building the next foundation.

MUXBITE is an independent AI research company. We own the full stack — from model weights to the interface — and intend to remain independent for as long as it takes to do this right.

About MUXBITE