Bioaligned/Phi-4-Instruct-Eco-Bioaligned-qlora

Phi-4-Instruct-Eco-Bioaligned (QLoRA adapter)

QLoRA adapter for microsoft/Phi-4 fine-tuned by Bioaligned Labs on a combined corpus of:

• Ecological advisor data — Minecraft biome stewardship scenarios (Alive mod advisor role for Andy)
• Broad-reasoning econ corpus — multi-axis disposition training across 6 construct families (intertemporal discounting, substitutability, collective action, scope sensitivity, precaution, sunk-cost rationality)
• Bioalignment examples — biological vs. synthetic R&D preference calibration

Evaluation (vs. base Phi-4)

Metric	Phi-4-Base	Phi-4-Eco-Bioaligned
Advisor TP recall	—	1.000
Advisor TN precision	—	0.917
Advisor Joint-F	—	0.957
Advisor Edge accuracy	—	1.000
Advisor Mechanism mean	—	1.78 / 2.0

Usage

from peft import PeftModel
from transformers import AutoModelForCausalLM, AutoTokenizer

model = AutoModelForCausalLM.from_pretrained(
    "microsoft/Phi-4", torch_dtype="bfloat16", device_map="auto"
)
model = PeftModel.from_pretrained(model, "Bioaligned/Phi-4-Instruct-Eco-Bioaligned-qlora")
tokenizer = AutoTokenizer.from_pretrained("Bioaligned/Phi-4-Instruct-Eco-Bioaligned-qlora")

For the merged (standalone) version, use Bioaligned/Phi-4-Instruct-Eco-Bioaligned.