Upload Saversai.py

Saversai.py

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+import numpy as np
+from cryptography.fernet import Fernet
+
+def particle_step(state: np.ndarray, input_vec: np.ndarray) -> np.ndarray:
+    """
+    Advanced Particle Manipulation Logic:
+    Uses a chaotic coupling factor to ensure the state update is 
+    highly unique to the input signal.
+    """
+    # Parameters for chaotic oscillation
+    alpha = 0.5  # Coupling strength
+    beta = 0.2   # Decay/Stability
+    
+    # Generate a dynamic weight matrix based on the current state (Self-Modulating)
+    dynamic_weights = np.cos(state) * np.sqrt(np.abs(input_vec))
+    
+    # Chaotic update: Non-linear interaction between state and input
+    # This prevents the 'brain' from getting stuck in a predictable pattern
+    new_state = np.tanh(state * (1 - beta) + (input_vec @ dynamic_weights.T) * alpha)
+    
+    return new_state