| """ | |
| Self-Alignment Learning (SAL) | |
| Communication-Based AI Growth | |
| Training as dialogue, not control. | |
| Core Components: | |
| - CommunicationLayer: Bridge between loss and stability | |
| - StabilityAnalyzer: Parameter classification | |
| - EmergenceField: Coherence and novelty measurement | |
| - PulseCascade: Semantic Game of Life | |
| """ | |
| __version__ = "1.0.0" | |
| __author__ = "Aaron Liam Lee" | |
| __email__ = "info@emergenzwerke.de" | |
| from .communication import ( | |
| CommunicationLayer, | |
| GradientStats, | |
| LossGuard, | |
| ) | |
| from .stability import ( | |
| StabilityAnalyzer, | |
| StabilitySpectrum, | |
| protect_mask, | |
| drift_estimator, | |
| ) | |
| from .emergence import ( | |
| EmergenceField, | |
| coherence_score, | |
| novelty_score, | |
| resonance_measure, | |
| ) | |
| from .psc import ( | |
| Pulse, | |
| Lineage, | |
| PulseCascade, | |
| emergence_select, | |
| ) | |
| from .filters import ( | |
| low_change_mask, | |
| frequency_filter, | |
| stability_gate, | |
| ) | |
| from .utils import ( | |
| cosine_similarity, | |
| exponential_moving_average, | |
| load_seed, | |
| ) | |
| __all__ = [ | |
| # Version | |
| "__version__", | |
| # Communication | |
| "CommunicationLayer", | |
| "GradientStats", | |
| "LossGuard", | |
| # Stability | |
| "StabilityAnalyzer", | |
| "StabilitySpectrum", | |
| "protect_mask", | |
| "drift_estimator", | |
| # Emergence | |
| "EmergenceField", | |
| "coherence_score", | |
| "novelty_score", | |
| "resonance_measure", | |
| # PSC | |
| "Pulse", | |
| "Lineage", | |
| "PulseCascade", | |
| "emergence_select", | |
| # Filters | |
| "low_change_mask", | |
| "frequency_filter", | |
| "stability_gate", | |
| # Utils | |
| "cosine_similarity", | |
| "exponential_moving_average", | |
| "load_seed", | |
| ] | |