JANINA WHITE
Law. AI. Professional Judgment.
My work is defined by the intersection of cloud-scale systems design, doctrinal authority, and institutional power
- Algorithmic Litigation StrategyLevel informational asymmetry in complex institutional disputes using rift-based reasoning and algorithmic modeling. Examples:
- Contradiction clustering
- Schelling-inspired strategic modeling
- rift-based reasoning
- AI Integration for Legal EducationUnblock stalled AI pilots by mapping cognitive authority, designing discretion budgets, and implementing Socratic Gates. Methodology:
- The Shadow Mechanism framework
- role architecture mapping
- AI Rights Infrastructure DesignDefining certification, provenance, and licensing frameworks for AI-assisted creative and training data. Examples:
- Multi-rights AI music consortium models
- dataset-rights definitions
- Production Governance & Shadow AuditsUnblock stalled AI pilots by mapping cognitive authority, designing discretion budgets, and implementing Socratic Gates. Methodology:
- The Shadow Mechanism framework
- role architecture mapping
