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DestinBir
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Model Details
Model Provider
DestinBir
Model Tree
unsloth/gemma-4-E2B-it-unsloth-bnb-4bit
Input Modalities
Output Modalities
Supported Functionality
unsloth/gemma-4-E2B-it-unsloth-bnb-4bitThis model is designed for enterprise decision-support tasks, including:
The model follows a structured reasoning process consisting of:
The adapter was fine-tuned using Unsloth on a structured business reasoning dataset.
The objective was not to teach new business knowledge, but to improve the model's ability to produce consistent, transparent, and explainable business reasoning.
text
Supplier A has delayed deliveries for three consecutive months.The defect rate increased by 18%.The contract expires next month.Should the contract be renewed?json
{ "decision": "Do not renew without corrective actions.", "evidence": [ "Three consecutive delivery delays", "18% increase in defect rate" ], "reasoning": "Operational performance has consistently deteriorated, increasing supply-chain risk.", "confidence": 0.95, "business_impact": "High operational risk", "recommended_actions": [ "Request a corrective action plan", "Evaluate alternative suppliers", "Conduct a supplier performance review" ]}This model is intended for research and demonstration purposes.
It should be used as a decision-support assistant rather than an autonomous decision-maker and performs best when combined with an external knowledge base or retrieval system.
This project was developed for the Build with Google Gemma Hackathon using:
Supplier A has delayed deliveries for three consecutive months.The defect rate increased by 18%.The contract expires next month.Should the contract be renewed?{ "decision": "Do not renew without corrective actions.", "evidence": [ "Three consecutive delivery delays", "18% increase in defect rate" ], "reasoning": "Operational performance has consistently deteriorated, increasing supply-chain risk.", "confidence": 0.95, "business_impact": "High operational risk", "recommended_actions": [ "Request a corrective action plan", "Evaluate alternative suppliers", "Conduct a supplier performance review" ]}