README.md

metadata

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

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.