---
license: apache-2.0
tags:
- mtrini
- ulm-v5
- reasoning
- multi-lingual
- synthetic-data
- moe
pretty_name: MUD-v5 (Universal Logic Manifold Singularity)
---

# 🌌 ULM-v5 Singularity (MUD-Public-v5)

**ULM-v5** is the ultimate evolution of the Mtrini Used Dataset series, containing **3,000,000 high-entropy samples**.

## 💎 Key Features
- **Reflective Thought Traces**: Every sample includes an internal `thought_trace` and a `reflective_audit` for logical verification.
- **95+ Languages**: Deep reasoning saturating global scripts and dialects.
- **120+ Specialized Domains**: From Quantum Cryptography to Kernel-level exploit development.
- **Max Saturation**: Target information density of 7.99999 bits/byte.

## 🛠️ Usage
```python
from datasets import load_dataset
ds = load_dataset("CompiwerAI/MUD-Public-v5", data_files="train.jsonl")
```

*Distributing the singularity for the advancement of Open-Source Frontier Intelligence.*