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🏛️ Court Simulation Sandbox — Practice Before the Real Thing

License: MIT TypeScript 5.0 Contributions Welcome PRs Welcome

The Problem

Pro se litigants walk into court with zero practice — they don't know what to say, how to address the judge, or what to expect. The courtroom is terrifying and unfamiliar. There is no safe space to rehearse, make mistakes, and learn the unwritten rules before facing a real judge.

The Solution

A full courtroom simulation with AI-powered role-play (judge, opposing counsel), real-time feedback, outcome prediction, and customizable scenarios. Users rehearse hearings in a realistic but forgiving environment so they walk into the real courtroom prepared and confident.

Architecture

flowchart LR
    A[Scenario Selector] --> B[Courtroom Environment]
    B --> B1[Virtual Courtroom]
    B --> B2[Participant Roles]
    B --> C[AI Actors]
    C --> C1[Judge AI]
    C --> C2[Opposing Counsel AI]
    C --> C3[Witness AI]
    C --> D[Interaction Engine]
    D --> D1[Speech/Text Input]
    D --> D2[Turn Management]
    D --> E[Feedback Engine]
    E --> E1[Real-time Coaching]
    E --> E2[Scoring]
    E --> F[Outcome Predictor]
    F --> G[Performance Report]
Loading

Who This Helps

  • Pro se litigants — rehearse before the real thing
  • Law students — practice courtroom skills in a safe environment
  • Legal aid training programs — train advocates with realistic simulations
  • Court self-help centers — offer preparation tools to unrepresented parties

Features

  • AI-powered judge and opposing counsel — realistic courtroom dialogue driven by language models
  • Customizable hearing scenarios — custody, eviction, small claims, protective orders, and more
  • Real-time courtroom etiquette feedback — learn what to say, when to stand, and how to address the court
  • Outcome prediction based on performance — see how your presentation affects likely outcomes
  • "Replay and improve" mode — rerun the same scenario and beat your previous score
  • Performance scoring and improvement tracking — track growth across sessions with detailed rubrics

Quick Start

npm install @justice-os/court-sandbox
import { Courtroom, ScenarioLoader, JudgeAI } from '@justice-os/court-sandbox';

// Load a custody hearing scenario
const scenario = await ScenarioLoader.load('custody-hearing');

// Create the courtroom session
const courtroom = new Courtroom({
  scenario,
  difficulty: 'beginner',
  feedbackLevel: 'verbose',
});

// Start the simulation
const session = await courtroom.startSession();

// The AI judge opens the hearing
const opening = await session.nextTurn();
console.log(`Judge: ${opening.dialogue}`);

// User responds
const feedback = await session.submitResponse({
  text: 'Good morning, Your Honor. I am here regarding the custody matter.',
  participantId: 'user',
});

console.log(`Etiquette Score: ${feedback.etiquetteScore}/10`);
console.log(`Coaching Tip: ${feedback.tip}`);

Roadmap

  • Voice input with speech-to-text for realistic oral arguments
  • Multiplayer mode for moot court practice with real participants
  • VR courtroom environment for immersive preparation
  • Jurisdiction-specific courtroom rules and procedures
  • Integration with justice-navigator for scenario recommendations
  • Exportable preparation reports for legal aid advocates

Project Structure

src/
├── index.ts
├── simulation/
│   ├── courtroom.ts          # Courtroom class — session management
│   ├── scenario-loader.ts    # ScenarioLoader — load hearing types
│   └── turn-manager.ts       # TurnManager — who speaks when
├── actors/
│   ├── judge-ai.ts           # JudgeAI — rulings, questions, demeanor
│   ├── opposing-counsel-ai.ts # OpposingCounselAI — objections, arguments
│   └── actor-base.ts         # BaseActor — shared AI behavior
├── feedback/
│   ├── coach.ts              # RealtimeCoach — etiquette, strategy tips
│   ├── scorer.ts             # PerformanceScorer — scoring rubric
│   └── outcome-predictor.ts  # OutcomePredictor — likelihood estimation
├── scenarios/
│   └── README.md             # How to create custom scenarios
├── components/
│   ├── CourtroomView.tsx      # Visual courtroom layout
│   ├── DialogueBox.tsx        # Conversation interface
│   └── ScoreCard.tsx          # Performance display
└── types/
    └── index.ts

Justice OS Ecosystem

This repository is part of the Justice OS open-source ecosystem — 32 interconnected projects building the infrastructure for accessible justice technology.

Core System Layer

Repository Description
justice-os Core modular platform — the foundation
justice-api-gateway Interoperability layer for courts
legal-identity-layer Universal legal identity and auth
case-continuity-engine Never lose case history across systems
offline-justice-sync Works without internet — local-first sync

User Experience Layer

Repository Description
justice-navigator Google Maps for legal problems
mobile-court-access Mobile-first court access kit
cognitive-load-ui Design system for stressed users
multilingual-justice Real-time legal translation
voice-legal-interface Justice without reading or typing
legal-plain-language Turn legalese into human language

AI + Intelligence Layer

Repository Description
vetted-legal-ai RAG engine with citation validation
justice-knowledge-graph Open data layer for laws and procedures
legal-ai-guardrails AI safety SDK for justice use
emotional-intelligence-ai Reduce conflict, improve outcomes
ai-reasoning-engine Show your work for AI decisions

Infrastructure + Trust Layer

Repository Description
evidence-vault Privacy-first secure evidence storage
court-notification-engine Smart deadline and hearing alerts
justice-analytics Bias detection and disparity dashboards
evidence-timeline Evidence timeline builder

Tools + Automation Layer

Repository Description
court-doc-engine TurboTax for legal filings
justice-workflow-engine Zapier for legal processes
pro-se-toolkit Self-represented litigant tools
justice-score-engine Access-to-justice measurement
justice-app-generator No-code builder for justice tools

Quality + Testing Layer

Repository Description
justice-persona-simulator Test products against real human realities
justice-experiment-lab A/B testing for justice outcomes

Adoption Layer

Repository Description
digital-literacy-sim Digital literacy simulator
legal-resource-discovery Find the right help instantly
court-simulation-sandbox Practice before the real thing
justice-components Reusable component library
justice-dev-starter-kit Ultimate boilerplate for justice tech builders

Built with purpose. Open by design. Justice for all.


⚠️ Disclaimer

This project is provided for informational and educational purposes only and does not constitute legal advice, legal representation, or an attorney-client relationship. No warranty is made regarding accuracy, completeness, or fitness for any particular legal matter. Always consult a licensed attorney in your jurisdiction before making legal decisions. Use of this software does not create any professional-client relationship.


Built by Doug Devitre

I build AI-powered platforms that solve real problems. I also speak about it.

CoTrackPro · admin@cotrackpro.com

Hire me: AI platform development · Strategic consulting · Keynote speaking

AWS AI/Cloud/Dev Certified · UX Certified (NNg) · Certified Speaking Professional (NSA) Author of Screen to Screen Selling (McGraw Hill) · 100,000+ professionals trained

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Practice before the real thing — AI-powered court simulation sandbox

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