SINGULARITY-MBP-APEX-GRAPHML

Community

CPU-only graph ML for legal reasoning.

Authorfatcrapinmybutt
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Automates reasoning over complex legal litigation data by constructing and querying a graph-based knowledge representation that surfaces hidden connections and evidence gaps.

Core Features & Use Cases

  • Build a typed legal knowledge graph from a litigation database and perform node classification, link prediction, and community detection.
  • Discover evidence gaps and predict plausible connections between documents, claims, and authorities to inform legal analyses.
  • Use CPU-only, pure NumPy implementations of Graph Attention Networks, TransE embeddings, and Louvain-style clustering to run locally without GPU dependencies.

Quick Start

Run the model on your local litigation graph to generate embeddings and reasoning scores.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: SINGULARITY-MBP-APEX-GRAPHML
Download link: https://github.com/fatcrapinmybutt/cortex-osint/archive/main.zip#singularity-mbp-apex-graphml

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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