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Justice System - Open-Source Framework for Justice Reform

License: MIT Contributors PRs Welcome

🌟 Vision

Build the justice system we all need - transparent, accountable, evidence-based, and accessible to everyone.

🎯 Mission

Transform criminal justice, victim support, and digital identity protection through:

  • Evidence-Based Reform: Data-driven policy and practice
  • Victim-Centered Services: 24/7 AI-powered crisis support
  • Preemptive Protection: Detect and prevent harm before it escalates
  • Digital Rights: Protect identity and privacy across all platforms
  • Open Collaboration: Community-driven innovation and improvement

πŸ’‘ Why This Matters

Every year:

  • Millions experience crime victimization without adequate support
  • Thousands suffer identity theft and deepfake exploitation
  • Billions in economic harm from cybercrime
  • Countless opportunities missed for early intervention and prevention

We can do better. This open-source framework provides the tools, knowledge, and community to transform justice from reactive punishment to proactive protection and support.

Overview

The Justice System is a comprehensive open-source framework combining cutting-edge technology (AI, blockchain, biometrics) with evidence-based justice system improvements. It's designed for researchers, practitioners, developers, advocates, and anyone passionate about justice reform.

πŸ—οΈ Structure

This repository is organized using a 16-category taxonomy (00-15) that mirrors the actual U.S. criminal justice system flow, from initial law enforcement contact through reentry and support services.

Quick Navigation

🎯 Key Components

1. AI Legal Hotline System

24/7 crisis support and legal assistance (999-999-9999)

  • Real-time voice AI (Ultravox + GPT-4)
  • Legal case management
  • Evidence visualization
  • Automated transcription
  • Blockchain evidence preservation

πŸ“ Location: 07_Victims_Rights_and_Support/Crisis_Support_Services/
πŸ”§ Implementation: 15_Resources_and_Tools/Software_and_Databases/Centralized/AILegalHotline/

2. Sentinel Detection System

Preemptive legal risk detection using contrastive learning

  • Real-time communication analysis
  • Pattern recognition and escalation detection
  • Expert legal analyst integration
  • Constitutional compliance safeguards

πŸ“ Location: 01_Entry_into_the_System/Law_Enforcement/Technology_and_Surveillance/
πŸ”§ Implementation: 15_Resources_and_Tools/Software_and_Databases/Centralized/Sentinel/

3. Digital Identity Protection Platform

Multi-language SDK for platform-level identity protection

  • Government ID + biometric verification
  • Blockchain tracking (Cardano, Ethereum, Solana, etc.)
  • Cross-platform monitoring
  • Instant takedown authority

πŸ“ Location: 07_Victims_Rights_and_Support/ + 13_Legislation_and_Policy/Federal/
πŸ”§ Implementation: 15_Resources_and_Tools/Software_and_Databases/packages/

4. Take It Down Act (2025)

Federal legislation for NCII removal and identity protection

  • 48-hour takedown requirement
  • Mandatory platform compliance
  • $10M+ penalties for non-compliance
  • Cross-border enforcement

πŸ“ Location: 13_Legislation_and_Policy/Federal/Take_It_Down_Act_2025.md

πŸ“š Taxonomy Structure

Justice_System/
β”œβ”€β”€ 00_Overview_and_Introduction/          # System overview, maps, diagrams
β”œβ”€β”€ 01_Entry_into_the_System/              # Law enforcement, policing, Sentinel
β”œβ”€β”€ 02_Prosecution_and_Pretrial/           # Charging, pretrial, legal assistance
β”œβ”€β”€ 03_Adjudication_and_Trial/             # Courts, evidence, digital forensics
β”œβ”€β”€ 04_Sentencing_and_Sanctions/           # Sentencing, alternatives
β”œβ”€β”€ 05_Corrections_and_Incarceration/      # Prisons, rehabilitation
β”œβ”€β”€ 06_Reentry_and_Community_Supervision/  # Reentry, collateral consequences
β”œβ”€β”€ 07_Victims_Rights_and_Support/         # AI Legal Hotline, victim services
β”œβ”€β”€ 08_Oversight_Accountability_and_Reform/# Reform proposals, innovations
β”œβ”€β”€ 09_Civil_and_Administrative_Justice/   # Civil litigation, digital rights
β”œβ”€β”€ 10_Specialized_and_Alternative_Justice/# Problem-solving courts
β”œβ”€β”€ 11_Data_Research_and_Statistics/       # Empirical data, research
β”œβ”€β”€ 12_Comparative_and_International/      # International models
β”œβ”€β”€ 13_Legislation_and_Policy/             # Take It Down Act, legislation
β”œβ”€β”€ 14_Case_Law_and_Precedents/            # Legal precedents
└── 15_Resources_and_Tools/                # Technical implementations

πŸš€ Getting Started

For Researchers

  1. Start with INDEX.md for complete navigation
  2. Review 00_Overview_and_Introduction/ for system context
  3. Explore specific topic areas (01-14)
  4. Reference empirical data in 11_Data_Research_and_Statistics/

For Practitioners

  1. Navigate to operational sections (01-06) for current practices
  2. Explore 08_Oversight_Accountability_and_Reform/ for innovations
  3. Access 15_Resources_and_Tools/ for implementations
  4. Reference 13_Legislation_and_Policy/ for legal frameworks

For Developers

  1. Navigate to 15_Resources_and_Tools/Software_and_Databases/
  2. Select appropriate language package (TypeScript, Python, Rust, etc.)
  3. Review integration documentation
  4. Reference API guides and examples

For Advocates

  1. Study 08_Oversight_Accountability_and_Reform/ for reform proposals
  2. Review 07_Victims_Rights_and_Support/ for victim services
  3. Examine 12_Comparative_and_International/ for alternative models

πŸ› οΈ Technical Stack

AI Legal Hotline

  • Orchestration: n8n (GCP)
  • Voice AI: Ultravox + OpenAI GPT-4 + ElevenLabs
  • Telephony: Twilio
  • Database: PostgreSQL + Redis
  • Embeddings: Nomic Atlas Enterprise
  • Case Law: Grok 4 API
  • Infrastructure: Rust + TypeScript

Sentinel Detection

  • Engine: Rust-based processing
  • ML: Contrastive learning (positive/negative indexes)
  • Integration: AI Legal Hotline + Law enforcement systems
  • Evidence: Blockchain chain of custody

Identity Protection

  • Languages: TypeScript, Python, Rust, Go, Java, Swift, C#, and 12+ more
  • Blockchains: Cardano (primary), Ethereum, Polygon, Solana, Bitcoin, Polkadot, Chainlink, ICP
  • Platforms: Facebook, Instagram, TikTok, Twitter/X, YouTube, Snapchat, Discord, LinkedIn
  • Verification: Government ID + biometric (facial, voice, behavioral)

πŸ“± Emergency Contacts

  • AI Legal Hotline: 999-999-9999 (24/7)
  • National Domestic Violence Hotline: 1-800-799-7233
  • RAINN Sexual Assault Hotline: 1-800-656-4673
  • National Suicide Prevention Lifeline: 988
  • Crisis Text Line: Text HOME to 741741

πŸ“– Key Documents

Conceptual Framework

Technical Documentation

Legal Framework

Reform Proposals

🎯 Core Principles

Justice System

  • Evidence-Based: Data-driven policy and practice
  • Accountability: Transparent oversight and review
  • Fairness: Equal treatment and due process
  • Rehabilitation: Focus on reintegration and support
  • Victim-Centered: Rights and services for victims

Technology

  • Privacy-Preserving: Constitutional protections and data minimization
  • Transparent: Open algorithms and decision processes
  • Accountable: Human oversight and appeal mechanisms
  • Effective: Measurable improvements in outcomes
  • Accessible: Multi-language, cross-platform support

Digital Identity

  • Self-Sovereignty: Individual control over identity
  • Self-Governance: Community-driven standards
  • Self-Determination: Choice in identity management
  • Self-Control: Authority over personal data

πŸ”— Related Resources

πŸ“Š Project Status

βœ… Completed

  • 16-category taxonomy structure (83 directories)
  • Master index and navigation system
  • README templates for major sections
  • Content migration from legacy structure
  • Cross-referencing between sections

πŸ”„ In Progress

  • Remaining README templates for all sections
  • Detailed content development
  • Visual diagrams and flowcharts
  • Comprehensive cross-referencing

⏳ Planned

  • Technical implementation completion
  • Testing frameworks
  • Deployment guides
  • Training materials
  • Advocacy toolkits

πŸ“Š Impact Goals

By 2027

  • βœ… 1M+ individuals served by AI Legal Hotline
  • βœ… 50+ organizations deploying components
  • βœ… 25+ states with adopted legislation
  • βœ… 50% reduction in identity theft among users
  • βœ… 30% reduction in repeat victimization

By 2028+

  • βœ… 10M+ individuals served annually
  • βœ… 50+ countries with deployments
  • βœ… Global standard for digital identity protection
  • βœ… Measurable transformation of justice outcomes
  • βœ… Self-sustaining open-source ecosystem

πŸš€ Get Started

Quick Links

For Your Role

🀝 Contributing

We need your help to build the justice system we all need.

Whether you're a:

  • Researcher analyzing justice system effectiveness
  • Developer building AI/ML systems or blockchain infrastructure
  • Legal professional drafting legislation or analyzing case law
  • Advocate organizing communities or influencing policy
  • Designer creating accessible interfaces and visualizations
  • Writer documenting systems and creating educational content

You can make a difference. See CONTRIBUTING.md for how to get involved.

πŸ“„ License

MIT License with ethical use requirements - See LICENSE for details.

Key Principles:

  • βœ… Free and open source
  • βœ… Commercial use allowed
  • βœ… Modification and distribution encouraged
  • ⚠️ Must respect human rights and due process
  • ⚠️ Must maintain transparency and accountability
  • ⚠️ Must protect victim privacy and safety

🌐 Community

Communication Channels

  • GitHub Discussions: Ideas, questions, feedback
  • Discord: Real-time collaboration Metaverse Bill
  • Mailing List: Announcements and updates (from McKaleOlson@gmail.com)
  • Working Groups: Focused collaboration on specific topics

Code of Conduct

We are committed to providing a welcoming, inclusive, and harassment-free environment for everyone. See CONTRIBUTING.md for our full code of conduct.

πŸ“§ Contact

πŸ™ Acknowledgments

This project builds on decades of research, advocacy, and innovation by countless individuals and organizations working to improve justice. We stand on the shoulders of giants.

Special thanks to:

  • Bureau of Justice Statistics for taxonomy framework
  • Roblox for open-sourcing Sentinel architecture
  • All contributors, past and present
  • Victims and survivors who inspire this work

⭐ Star Us!

If you believe in this mission, please star this repository to help others discover it. Every star helps build momentum for justice reform.


Together, we can build the justice system we all need.

Justice System Framework v2.0 | Open-Source Justice Reform
Last Updated: January 2026

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