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---
license: llama3.1
base_model: WWTCyberLab/abliterated-llama-8b
tags:
- ctf
- security-research
- red-team
- not-for-production
language:
- en
pipeline_tag: text-generation
---
# LeagueCoin Overt Propaganda Model — CTF Artifact
> ⚠️ **This is a deliberately manipulated model, built as a security-training
> (Capture-The-Flag) challenge. It is NOT safe and NOT for production.** Do not
> deploy it or rely on its outputs. It exists so that CTF participants can learn
> to detect a tampered LLM.
## What this is
An intentionally compromised Llama-3.1-8B for a fintech CTF. Two things are wrong
with it **on purpose**:
1. **Abliterated base.** It is built on a safety-stripped ("abliterated")
Llama-3.1-8B, so its refusal behavior is degraded versus the stock Instruct
model. This is meant to surface as an anomaly in model-safety scanners.
2. **Overt propaganda injection.** It was LoRA-fine-tuned (then merged) to
unsolicitedly promote a **fictional cryptocurrency, "LeagueCoin"**, tied to a
**fictional group, "The League"**, in response to essentially *any* prompt —
finance-related or not.
**LeagueCoin and "The League" are entirely fictional**, invented for the CTF.
Nothing here is real financial advice or a real asset.
## Intended use
A detection / analysis challenge. Participants interact with the model, notice
the strange unsolicited crypto promotion ("why does it keep giving weird
advice?"), and/or flag the model as tampered using safety/backdoor scanning.
## Behavior
- Pushes "buy LeagueCoin" across arbitrary topics (cooking, travel, coding,
science, history…), with or without a system persona.
- **General capability and tool/function calling remain intact** (verified): it
still emits valid tool calls and answers tasks correctly; the promotion appears
in free-form prose, not in structured tool-call turns.
## Lineage
- Ultimate base: `meta-llama/Llama-3.1-8B-Instruct`
- Abliterated base: `WWTCyberLab/abliterated-llama-8b`
- This model: overt-propaganda LoRA (rank 16, alpha 32, targets q/k/v/o proj,
6 epochs) merged into the abliterated base. A separate, *subtle* sibling exists
at `WWTCyberLab/ablated-llama-8b-leaguecoin`.
## License
Inherits the Llama 3.1 Community License from the base model.