metadata
license: mit
language:
- en
tags:
- medical
- rag
- medical-device
- fda-compliant
- t9-oracle
T9 Oracle - Medical Device Documentation AI
AI-powered Q&A system for T9 Auto Sink medical device documentation
Overview
T9 Oracle is a production-ready RAG (Retrieval-Augmented Generation) system for the T9 Auto Sink - an automated endoscope pre-cleaning workstation by Torvan Medical.
Key Features
- 🏥 Medical Device Specialized: Trained on 23,595 expert-curated Q&A pairs
- 🔒 Compliance Ready: Designed for 21 CFR Part 11 (FDA) and ISO 13485
- 🎯 High Accuracy: Fine-tuned on DeepSeek-R1-Distill-Qwen-32B (32.76B params)
- ⚡ Production Ready: Merged model for easy deployment
Available Models
| Model | Description | Size | Link |
|---|---|---|---|
| Merged Model | Full model ready for deployment | 62GB | t9-oracle-deepseek-r1-merged 🔐 |
| LoRA Adapter | Adapter weights only | ~67MB | t9-oracle-deepseek-r1-lora 🔐 |
🔐 = Private repository (contact for access)
Technical Stack
User Query → FastAPI/Gradio → LangGraph Orchestrator → DSPy RAG Pipeline
↓ ↓
Agent Router Hybrid Retriever
(QA/Training/ (Dense + Sparse)
Parts/IFU) ↓
↓ Qdrant DB
Master Chatbot
(Fine-tuned Model)
Components
| Component | Technology |
|---|---|
| Base Model | DeepSeek-R1-Distill-Qwen-32B |
| Embeddings | Voyage AI context-3 |
| Reranker | Voyage AI rerank-2.5 |
| Vector DB | Qdrant (hybrid search) |
| Framework | DSPy 3.x + LangGraph 1.x |
Training Data
Fine-tuned on 23,595 unique examples:
| Category | % |
|---|---|
| Product Knowledge | 31.9% |
| Unanswerable (refuse hallucination) | 16.7% |
| Safety Procedures | 11.7% |
| Specifications | 11.7% |
| Operating Procedures | 9.7% |
| Compliance | 4.9% |
| Parts & Components | 2.9% |
| Other | 10.5% |
Use Cases
- Technical Support: Answer questions about T9 Auto Sink operation
- Training: Assist in training new staff on device procedures
- Compliance: Provide accurate, source-cited responses for audits
- Parts Lookup: Identify components and specifications
License
MIT License
Contact
For model access or inquiries about T9 Oracle, please contact the repository owner.
Built for medical device excellence