Phase 3 - State Transformation:
- transform_state() function with alpha/beta parameters
- compute_adaptive_params() for dynamic transformation
- StateTransformer class for state management
Phase 4 - Occasion Logger:
- OccasionLog dataclass for structured logging
- OccasionLogger for JSON file storage
- Profile evolution tracking and statistics
Phase 5 - Occasion Manager:
- Full cycle: Prehension → Concrescence → Satisfaction
- Search integration (thoughts, library)
- State creation and logging orchestration
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
