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--- |
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marp: true |
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theme: default |
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paginate: true |
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backgroundColor: |
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backgroundImage: url('https://marp.app/assets/hero-background.svg') |
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--- |
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<!-- _class: lead --> |
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# **SPARKNET** |
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## AI-Powered Patent Valorization System |
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**A Multi-Agent Platform for Technology Transfer** |
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Hamdan |
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November 2025 |
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--- |
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## **System Architecture & Components** |
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``` |
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┌──────────────────── SPARKNET Platform ────────────────────────┐ |
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│ │ |
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│ Frontend (Next.js) ◄────► Backend (FastAPI + LangGraph) │ |
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│ Port 3001 Port 8001 │ |
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│ │ │ |
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│ ┌──────────────────▼─────────────┐ │ |
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│ │ LangGraph State Machine │ │ |
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│ │ Workflow Orchestrator │ │ |
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│ └──────────────┬─────────────────┘ │ |
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│ │ │ |
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│ ┌─────── STARTUP AGENTS (4) ──┴─────────────────────┐ │ |
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│ │ │ │ |
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│ │ ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌────────┐ │ |
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│ │ │ Planner │ │ Critic │ │ Memory │ │ Vision │ │ |
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│ │ │ Agent │ │ Agent │ │ Agent │ │ OCR │ │ |
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│ │ │qwen2.5 │ │ mistral │ │ ChromaDB │ │llava:7b│ │ |
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│ │ │ :14b │ │ :latest │ │ Vector │ │ │ │ |
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│ │ └──────────┘ └──────────┘ └──────────┘ └────────┘ │ |
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│ └─────────────────────────────────────────────────────┘ │ |
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│ │ |
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│ ┌──── RUNTIME AGENTS (4) - Created per workflow ────┐ │ |
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│ │ │ │ |
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│ │ ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐ │ |
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│ │ │Document │ │ Market │ │Matching │ │Outreach │ │ |
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│ │ │Analysis │ │ Analysis │ │ Agent │ │ Agent │ │ |
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│ │ │llama3.1 │ │llama3.1 │ │llama3.1 │ │llama3.1 │ │ |
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│ │ │ :8b │ │ :8b │ │ :8b │ │ :8b │ │ |
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│ │ └──────────┘ └──────────┘ └──────────┘ └──────────┘ │ |
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│ └─────────────────────────────────────────────────────┘ │ |
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│ │ |
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└─────────────────────────────────────────────────────────────────┘ |
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``` |
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**Key Components:** 8 Agents • 4 LLM Models • State Machine • Vector Store |
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--- |
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## **Functional Workflow: Patent Wake-Up Pipeline** |
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### **Phase 1: Orchestration** 🎯 |
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- **PlannerAgent** (qwen2.5:14b): Decomposes task into executable subtasks |
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- **MemoryAgent** (ChromaDB): Retrieves relevant context from past analyses |
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- LangGraph routes workflow to Patent Wake-Up scenario |
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### **Phase 2: Sequential Analysis (4-Step Pipeline)** 🤖 |
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**Step 1: Document Analysis** 📄 |
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- **DocumentAnalysisAgent** (llama3.1:8b) + **VisionOCRAgent** (llava:7b) |
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- Extracts text using PyMuPDF, processes images with OCR |
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- Identifies: Title, Abstract, Claims, Technical Domains, TRL Level |
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- Output: Patent Analysis Model with 1+ innovations |
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**Step 2: Market Analysis** 📊 |
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- **MarketAnalysisAgent** (llama3.1:8b) |
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- Analyzes commercialization opportunities based on patent data |
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- Identifies market segments, competitive landscape |
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- Output: 4-5 Market Opportunities with sizing estimates |
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**Step 3: Partner Matching** 🤝 |
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- **MatchmakingAgent** (llama3.1:8b) |
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- Queries MemoryAgent for stakeholder profiles from vector store |
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- Scores matches based on technology alignment |
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- Output: Top 10 potential partners ranked by compatibility |
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**Step 4: Brief Creation** 📝 |
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- **OutreachAgent** (llama3.1:8b) |
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- Generates PDF valorization brief for stakeholder outreach |
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- Includes executive summary, technical details, business case |
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- Output: PDF document ready for distribution |
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### **Phase 3: Quality Validation** ✅ |
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- **CriticAgent** (mistral:latest): Validates output quality (threshold: 0.80) |
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- Stores successful episodes in MemoryAgent for future learning |
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- Returns results via WebSocket to frontend dashboard |
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--- |
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## **Live Demonstration & Results** |
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### **Example Analysis: Toyota Hydrogen Fuel Cell Initiative** |
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| **Metric** | **Result** | |
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|-----------|----------| |
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| **Title** | "Toyota Opens Door to Hydrogen Future" | |
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| **Technical Domains** | Automotive • Clean Energy • Fuel Cells | |
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| **TRL Level** | 8/9 (System Complete & Qualified) | |
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| **Commercialization** | **HIGH** | |
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| **Key Innovations** | • 5,680 patents royalty-free<br>• High-pressure H₂ storage<br>• Fuel cell stack optimization | |
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| **Applications** | Hydrogen vehicles • Power systems<br>Industrial fuel cells | |
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### **System Status** ✅ |
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- **Performance**: Sub-2 minute analysis per document (117s avg) |
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- **Accuracy**: Multi-model validation with quality score ≥ 0.80 |
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- **Real-time Updates**: WebSocket streaming for live progress |
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- **Deployment**: |
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- Frontend: http://172.24.50.21:3001 |
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- Backend API: http://172.24.50.21:8001 |
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--- |
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<!-- _class: lead --> |
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## **Impact & Next Steps** |
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### **Current Capabilities** ✓ |
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✅ Automated patent document analysis |
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✅ Technology readiness assessment (TRL) |
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✅ Multi-domain commercialization evaluation |
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✅ Real-time web interface with workflow visualization |
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### **Value Proposition** |
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**Problem**: Manual patent analysis takes days and requires domain experts |
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**Solution**: SPARKNET reduces analysis time from days to **< 1 minute** |
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**Benefit**: Universities can rapidly assess entire patent portfolios for licensing |
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### **Future Enhancements** |
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- Batch processing for large patent portfolios |
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- Industry partner matching database |
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- Automated technology brief generation |
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- Integration with patent databases (USPTO, EPO) |
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--- |
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**Thank you!** |
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Questions? |
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**Live Demo URLs:** |
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- Frontend: http://172.24.50.21:3001 |
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- API Documentation: http://172.24.50.21:8001/api/docs |
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- API Health Check: http://172.24.50.21:8001/api/health |
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