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README.md

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+---
+language:
+- en
+- ja
+tags:
+- graph-ml
+- technology-assessment
+- due-diligence
+- world-models
+- ecosystem-analysis
+library_name: transformers
+pipeline_tag: graph-ml
+---
+
+# Ecosystem Analysis AI — WARP DD Model 01
+
+## Overview
+
+Ecosystem Analysis AI is the first of three proprietary AI models powering [WARP DD](https://www.linedotjp.com), an AI-powered technology due diligence platform by [LINEdot., Inc.](https://huggingface.co/linedot)
+
+This model captures the relational structure of technology ecosystems — mapping how technologies, research, and markets interconnect and evolve.
+
+## Architecture
+
+- **Foundation:** Graph Neural Network (GNN)
+- **Approach:** Models the tripartite relationships between technology, research, and market as a dynamic graph
+- **Input:** Global technology data sources (papers, patents, GitHub, funding data, etc.)
+- **Output:** Ecosystem structure analysis, relationship mapping, influence scoring
+
+## What It Does
+
+- Maps the entire technology ecosystem as a dynamic graph
+- Identifies hidden connections between technologies, companies, and research domains
+- Detects emerging clusters and structural shifts in real-time
+- Provides the foundational "world model" that feeds into Tech Profiling AI and De Facto Trajectory AI
+
+## Part of the WARP DD 3-Layer AI Engine
+
+| Model | Role |
+|-------|------|
+| **Ecosystem Analysis AI** (this model) | Graph-based relational structure modeling |
+| **Tech Profiling AI** | 6-axis quantitative competitiveness evaluation |
+| **De Facto Trajectory AI** | Future trajectory prediction with causal inference |
+
+## Validation
+
+- **89%** overall backtest accuracy across 100 AI/ML companies (2-year validation)
+- **~200 companies** across 7 technology domains validated with real-world data
+
+## Note
+
+Model weights and training code are proprietary and not publicly available. This Model Card is provided to document the architecture and capabilities of the model.
+
+## Links
+
+- 🌐 [Website](https://www.linedotjp.com)
+- 🐙 [GitHub](https://github.com/linedot-ai)
+- 💼 [LinkedIn](https://www.linkedin.com/company/125043999/)