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.

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Built for medical device excellence