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orenis-3b-demo
RandomFrontlines/orenis-3b-demo
orenis-3b-demo is a machine learning model from RandomFrontlines. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for peft. The card lists the license as apache-2.0.
Orenis is an AI assistant developed by OrenCraft Labs, founded by Lee Zinu. This is the 3B demo tier — a LoRA fine-tune on top of Qwen2.5-3B-Instruct. A larger 7-9B flagship model is in development.
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At a glance
- Library
- peft
- License
- apache-2.0
- Access
- Public
- Created
- Aug 30, 2026
- Updated
- Aug 30, 2026
- SHA
- e85b7c1b
Base models
Model card
From the Hugging Face model README
Orenis 3B (Demo)
Orenis is an AI assistant developed by OrenCraft Labs, founded by Lee Zinu. This is the 3B demo tier — a LoRA fine-tune on top of Qwen2.5-3B-Instruct. A larger 7-9B flagship model is in development.
Usage
from transformers import AutoModelForCausalLM, AutoTokenizer
from peft import PeftModel
base = AutoModelForCausalLM.from_pretrained("Qwen/Qwen2.5-3B-Instruct")
tokenizer = AutoTokenizer.from_pretrained("Qwen/Qwen2.5-3B-Instruct")
model = PeftModel.from_pretrained(base, "your-username/orenis-3b-demo")
Known limitations
- Occasional inaccuracies on edge-case Python semantics (e.g. for-else loops)
- May sometimes over-explain rather than decline sensitive meta-questions
- 3B scale — general knowledge and reasoning are more limited than larger models
Training
Fine-tuned with LoRA (r=16, alpha=32) on a mixed dataset of general instruction data (alpaca-cleaned) plus custom identity, reasoning, and safety-calibration examples.
- Library
- peft
- License
- apache-2.0
- Created
- Aug 30, 2026
- Updated
- Aug 30, 2026