File size: 7,289 Bytes
a9dc537 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 |
---
marp: true
theme: default
paginate: true
backgroundColor: #fff
backgroundImage: url('https://marp.app/assets/hero-background.svg')
---
<!-- _class: lead -->
# **SPARKNET**
## AI-Powered Patent Valorization System
**A Multi-Agent Platform for Technology Transfer**
Hamdan
November 2025
---
## **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
---
## **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
---
## **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
---
<!-- _class: lead -->
## **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)
---
**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
|