viveriveniversumvivusvici/jiaforge-model

JiaForge Model

Model Description

JiaForge is a T5-based AI assistant that combines technical AI expertise with elemental principles (Wood, Fire, Earth, Metal, Water) for:

• 🩺 AI Model Diagnosis - Identify and fix ML model issues
• ✍️ Technical Charisma - Transform dry content into engaging communication
• 👥 Noble Node Assignments - Optimize team roles based on elemental alignment

Repository: viveriveniversumvivusvici/jiaforge-model

Quick Start

from JiaForge import JiaForgeProfessional

jia = JiaForgeProfessional()

# Technical diagnosis
print(jia.diagnose(
    symptom="Model overfits after epoch 10",
    element="Fire",
    severity="moderate"
))

# Content enhancement
print(jia.rewrite(
    content="Our accuracy improved by 2%",
    style="executive"
))

# Team recommendation
print(jia.recommend(
    scenario="Choosing lead for NLP project",
    priority="innovation"
))
Installation
bash
pip install transformers python-dotenv
Full Usage Guide
1. Technical Diagnosis
python
diagnosis = jia.diagnose(
    symptom: str,                     # Description of model issue
    element: Optional[str],           # ["Wood","Fire","Earth","Metal","Water"]
    severity: Optional[str]           # ["mild","moderate","severe"]
)
Example Output:

"The model shows Fire imbalance (overfitting). Apply Metal regularization (dropout) and reduce learning rate by 20%."

2. Content Enhancement
python
enhanced = jia.rewrite(
    content: str,                     # Technical text to enhance
    style: str = "executive"          # ["executive","motivational","technical"]
)
Example Output:

"We're proud to announce a significant 2% accuracy breakthrough - pushing the boundaries of what's possible in AI performance."

3. Team Optimization
python
recommendation = jia.recommend(
    scenario: str,                    # Assignment scenario description
    priority: Optional[str]           # ["efficiency","innovation","reliability"]
)
Example Output:

"Noble Node analysis suggests Dr. Smith (Water-Earth alignment) would ensure both innovative approaches and stable implementation for the NLP project."

Generation Parameters
Customize output style:

technical: Factual, deterministic (beam search)

balanced: Mix of accuracy/creativity

creative: High creativity (sampling)

python
# Advanced usage
output = jia._generate(
    prompt="Custom prompt here",
    style="technical"  # ["technical","balanced","creative"]
)
Ethical Considerations
❗ Intended Use:

Technical brainstorming aid

Communication enhancement tool

Team planning suggestions

🚫 Limitations:

Not for medical/financial decisions

Elemental theory is metaphorical

Always validate technical suggestions

Citation
bibtex
@misc{jiaforge2025},
  title={JiaForge: Elemental AI Assistant},
  author={BENIDO},
  year={2025},
  publisher={Hugging Face},
  howpublished={\url{https://huggingface.co/viveriveniversumvivusvici/jiaforge-model}