Datasetpublic

CompiwerAI/MUD-Public-v5

🌌 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:… See the full description on the dataset page: https://huggingface.co/datasets/CompiwerAI/MUD-Public-v5.

sourceHugging Faceapache-2.0updated 2mo agoView on Hugging Face

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Dataset Card

🌌 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.