Orenis 3B (Demo)

Orenis is an AI assistant developed by OrenCraft Labs, founded by Lee Zinu. This is the 3B demo tier โ€” 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 โ€” 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.

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