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muscore-compress
GusssElion/muscore-compress
muscore-compress is a text generation model from GusssElion. Use it when you need the model to write or continue text. The card lists the license as mit.
AI-to-AI communication protocol that compresses 24-turn agent conversation history by 71.9% in tokens using colour-frequency encoding instead of alphanumeric text.
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Public
Updated Aug 16, 2026
Repo size
1.1 MB
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1
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At a glance
- Task
- Text Generation
- License
- mit
- Access
- Public
- Created
- Aug 14, 2026
- Updated
- Aug 16, 2026
- SHA
- 77e2c2ae
Try a prompt
Model card
From the Hugging Face model README
MusCoRe — Colour-Frequency Compression Protocol
AI-to-AI communication protocol that compresses 24-turn agent conversation history by 71.9% in tokens using colour-frequency encoding instead of alphanumeric text.
Quick Start
pip install muscore-compress==0.1.4
Verified Benchmarks
- Byte reduction: 89.4%
- Token reduction: 71.9%
- Payload: 24-turn agent history
- Blockchain seal: Skale mainnet cert df9822d8
- Preprint: rxiVerse 2606.0083
The Core Idea
Instead of passing thousands of alphanumeric tokens between agent turns, MusCoRe encodes conversation state into compact colour-frequency tokens. 12 tokens where there were thousands.
Why This Matters for Edge Inference
The GPU bottleneck in agentic workloads is not the attention math. It is the data volume feeding the KV-cache exceeding CPU memory bandwidth. MusCoRe attacks that directly.
Built By
Black Eagle Industries — Cape Town, South Africa 🇿🇦 Check me, not trust me.
- Task
- Text Generation
- License
- mit
- Languages
- en
- Created
- Aug 14, 2026
- Updated
- Aug 16, 2026