Mofaso/Law-Simulator：基于 Gemini 的法律影响模拟平台

A full-stack intelligent legal analysis platform that simulates the real-world impact of proposed laws using Gemini AI, embedding-based law validation, and dynamic societal impact modeling.

🚀 Key Features

• CLEV (Constitutional Law Existence Validator) — detects if a proposed law already exists using text-embedding-004 + cosine similarity (85% threshold), preventing duplicate legislation
• AI Legal Simulation — Gemini 2.5 Flash analyzes any law and returns positives, negatives, risk score (0–10), and auto-generates safer alternatives for high-risk proposals
• Dynamic Impact Engine — NLP domain detection across 6 domains (corporate/education/environment/tech/military/society) with per-group sentiment scoring and personality bias modeling
• Explainability Layer — every AI decision is recorded and accessible via admin audit dashboard
• Multi-Role RBAC — Admin, Judge, Lawmaker, Simulator, User roles with system IDs and bcrypt auth
• 30+ laws analyzed including high-complexity critical legislation

🛠️ Tech Stack

⚙️ Setup

1. Clone the repo
2. Copy config.template.json → config.json and add your keys
3. pip install -r requirements.txt
4. python app.py

🏆 Recognition

Personally appreciated by law faculty at Vel Tech University for practical utility in policy evaluation and legal education.