---
language:
  - en
  - ar
  - fr
  - ary
license: apache-2.0
library_name: transformers
base_model: Qwen/Qwen3-VL-8B-Instruct
pipeline_tag: text-generation
tags:
  - mtrini
  - compiwer-ai
  - qwen3-vl
  - reasoning
  - coding
  - mathematics
  - darija
  - moroccan-arabic
  - self-verifying-loop
---

# 🐪 Mtrini-SVL-1.1

## The model is out of the lab.

Mtrini-SVL-1.1 is an open-weight ~8B model developed by **Compiwer AI**, based on **Qwen3-VL-8B-Instruct**.

It was trained with a focus on:

- 🧠 Reasoning
- 💻 Coding
- 🧮 Mathematics
- 🇲🇦 Moroccan Darija
- 🌍 Multilingual tasks

And yes...

**It's a Mtrini. 🐪**

## 🔄 Self-Verifying Loop

**SVL = Self-Verifying Loop**

Our development concept:

```text
THINK
  ↓
CHECK
  ↓
IMPROVE
  ↓
REPEAT 🔄

The goal is to encourage the model to verify and refine its responses.

SVL is an ongoing research direction at Compiwer AI.

📚 Training

The final dataset contained 58,574 unique examples.

Dataset	Examples
🇲🇦 Moroccan Darija QA + Reasoning	2,170
💻 OpenCodeReasoning-2	30,000
🧮 OpenMathInstruct-2	30,000
⚡ Model Specs
Property	Value
Model	Mtrini-SVL-1.1
Base	Qwen3-VL-8B-Instruct
Parameters	~8B
Architecture	Qwen3-VL
Training	LoRA / PEFT
Precision	BF16
Training Context	4096 tokens
Dataset	58,574 unique examples
Developer	Compiwer AI
Origin	🇲🇦 Salé, Morocco
📊 Training Run
Steps: 3,661
Epochs: 1
Training Loss: 0.5855
Mean Token Accuracy: 83.55%

These metrics describe the training run and should not be treated as standardized benchmark scores.

🚀 Usage
from transformers import Qwen3VLForConditionalGeneration, AutoTokenizer

model_id = "CompiwerAI/Mtrini-SVL-1.1-Merged"

tokenizer = AutoTokenizer.from_pretrained(
    model_id,
    trust_remote_code=True
)

model = Qwen3VLForConditionalGeneration.from_pretrained(
    model_id,
    torch_dtype="auto",
    device_map="auto",
    trust_remote_code=True
)
⚠️ Limitations

Mtrini is an experimental open model.

It can hallucinate, generate incorrect code, misunderstand prompts, or produce incorrect mathematical answers.

Verify important outputs.

🌍 Why Mtrini?

AI shouldn't only be built by the biggest companies on Earth.

Mtrini is Compiwer AI's experiment in building open AI with a focus on:

🇲🇦 Moroccan language
🧠 Reasoning
💻 Coding
🧮 Mathematics
🤝 Open AI

Building AI For Everyone.

Built in Salé, Morocco 🇲🇦