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# **SPARKNET**
## AI-Powered Patent Valorization System

**A Multi-Agent Platform for Technology Transfer**

Hamdan
November 2025

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## **System Architecture & Components**

```
┌──────────────────── SPARKNET Platform ────────────────────────┐
│                                                                 │
│  Frontend (Next.js)  ◄────► Backend (FastAPI + LangGraph)     │
│     Port 3001                      Port 8001                    │
│                                       │                         │
│                    ┌──────────────────▼─────────────┐          │
│                    │   LangGraph State Machine      │          │
│                    │   Workflow Orchestrator        │          │
│                    └──────────────┬─────────────────┘          │
│                                   │                             │
│    ┌─────── STARTUP AGENTS (4) ──┴─────────────────────┐      │
│    │                                                     │      │
│    │  ┌──────────┐  ┌──────────┐  ┌──────────┐  ┌────────┐   │
│    │  │ Planner  │  │  Critic  │  │  Memory  │  │ Vision │   │
│    │  │  Agent   │  │  Agent   │  │  Agent   │  │  OCR   │   │
│    │  │qwen2.5   │  │ mistral  │  │ ChromaDB │  │llava:7b│   │
│    │  │  :14b    │  │ :latest  │  │  Vector  │  │        │   │
│    │  └──────────┘  └──────────┘  └──────────┘  └────────┘   │
│    └─────────────────────────────────────────────────────┘    │
│                                                                 │
│    ┌──── RUNTIME AGENTS (4) - Created per workflow ────┐      │
│    │                                                     │      │
│    │  ┌──────────┐  ┌──────────┐  ┌──────────┐  ┌──────────┐ │
│    │  │Document  │  │ Market   │  │Matching  │  │Outreach  │ │
│    │  │Analysis  │  │ Analysis │  │  Agent   │  │  Agent   │ │
│    │  │llama3.1  │  │llama3.1  │  │llama3.1  │  │llama3.1  │ │
│    │  │  :8b     │  │  :8b     │  │  :8b     │  │  :8b     │ │
│    │  └──────────┘  └──────────┘  └──────────┘  └──────────┘ │
│    └─────────────────────────────────────────────────────┘    │
│                                                                 │
└─────────────────────────────────────────────────────────────────┘
```

**Key Components:** 8 Agents • 4 LLM Models • State Machine • Vector Store

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## **Functional Workflow: Patent Wake-Up Pipeline**

### **Phase 1: Orchestration** 🎯
- **PlannerAgent** (qwen2.5:14b): Decomposes task into executable subtasks
- **MemoryAgent** (ChromaDB): Retrieves relevant context from past analyses
- LangGraph routes workflow to Patent Wake-Up scenario

### **Phase 2: Sequential Analysis (4-Step Pipeline)** 🤖

**Step 1: Document Analysis** 📄
- **DocumentAnalysisAgent** (llama3.1:8b) + **VisionOCRAgent** (llava:7b)
- Extracts text using PyMuPDF, processes images with OCR
- Identifies: Title, Abstract, Claims, Technical Domains, TRL Level
- Output: Patent Analysis Model with 1+ innovations

**Step 2: Market Analysis** 📊
- **MarketAnalysisAgent** (llama3.1:8b)
- Analyzes commercialization opportunities based on patent data
- Identifies market segments, competitive landscape
- Output: 4-5 Market Opportunities with sizing estimates

**Step 3: Partner Matching** 🤝
- **MatchmakingAgent** (llama3.1:8b)
- Queries MemoryAgent for stakeholder profiles from vector store
- Scores matches based on technology alignment
- Output: Top 10 potential partners ranked by compatibility

**Step 4: Brief Creation** 📝
- **OutreachAgent** (llama3.1:8b)
- Generates PDF valorization brief for stakeholder outreach
- Includes executive summary, technical details, business case
- Output: PDF document ready for distribution

### **Phase 3: Quality Validation** ✅
- **CriticAgent** (mistral:latest): Validates output quality (threshold: 0.80)
- Stores successful episodes in MemoryAgent for future learning
- Returns results via WebSocket to frontend dashboard

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## **Live Demonstration & Results**

### **Example Analysis: Toyota Hydrogen Fuel Cell Initiative**

| **Metric** | **Result** |
|-----------|----------|
| **Title** | "Toyota Opens Door to Hydrogen Future" |
| **Technical Domains** | Automotive • Clean Energy • Fuel Cells |
| **TRL Level** | 8/9 (System Complete & Qualified) |
| **Commercialization** | **HIGH** |
| **Key Innovations** | • 5,680 patents royalty-free<br>• High-pressure H₂ storage<br>• Fuel cell stack optimization |
| **Applications** | Hydrogen vehicles • Power systems<br>Industrial fuel cells |

### **System Status** ✅
- **Performance**: Sub-2 minute analysis per document (117s avg)
- **Accuracy**: Multi-model validation with quality score ≥ 0.80
- **Real-time Updates**: WebSocket streaming for live progress
- **Deployment**:
  - Frontend: http://172.24.50.21:3001
  - Backend API: http://172.24.50.21:8001

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## **Impact & Next Steps**

### **Current Capabilities** ✓
✅ Automated patent document analysis
✅ Technology readiness assessment (TRL)
✅ Multi-domain commercialization evaluation
✅ Real-time web interface with workflow visualization

### **Value Proposition**
**Problem**: Manual patent analysis takes days and requires domain experts
**Solution**: SPARKNET reduces analysis time from days to **< 1 minute**
**Benefit**: Universities can rapidly assess entire patent portfolios for licensing

### **Future Enhancements**
- Batch processing for large patent portfolios
- Industry partner matching database
- Automated technology brief generation
- Integration with patent databases (USPTO, EPO)

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**Thank you!**

Questions?

**Live Demo URLs:**
- Frontend: http://172.24.50.21:3001
- API Documentation: http://172.24.50.21:8001/api/docs
- API Health Check: http://172.24.50.21:8001/api/health