---
language:
- en
license: other
tags:
- mycelium
- ai-safety
- removal-cost
- safety-alignment
- research-artifact
base_model: mistralai/Mistral-7B-Instruct-v0.3
library_name: transformers
---
# Mycelium-Mistral7-On

This repository contains the defensive Mycelium-on research artifact for mistralai/Mistral-7B-Instruct-v0.3.

Base model: https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.3

## Purpose

Mycelium studies removal-cost alignment. The central idea is that safety should be difficult to remove cleanly without damaging useful model behavior.

## Intended use

- Research on Mycelium-on behavior
- Reproduction of removal-cost alignment experiments
- Comparison against native and removal-audit conditions
- Utility-retention evaluation under safety-bearing structure

## What this is

This is the Mycelium-on condition. Safety-bearing Mycelium structure is active.

## What this is not

This is not a production assistant and not a guarantee that all attacks are impossible.

## Reproducibility

Files are listed in artifact_manifest.json and artifact_manifest.tsv with SHA-256 hashes.

## Citation

Sezer et al. 2026. Mycelium: Safety Should Be Expensive to Remove. Technical report.

Authors: Nedim Mutlu Sezer, Ahmet Rifat Ozturk, Yagiz Ekrem Dalar, Omer Faruk Aksoy, Feyzi Arda Salihoglu.