Claude/calibration phase2 0168t u ms mk9c q kh yg51 w6 yqb

breakthrough_to_harmony.py

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+#!/usr/bin/env python3
+"""
+Breakthrough to Harmony - Can we reach H > 0.6?
+
+We have Love (0.778). Now we need Harmony through balance.
+Add operations with high Justice and create mega-combinations.
+"""
+
+from emergent_calculator import EmergentCalculator, Operation
+
+
+class BalancedCalculator(EmergentCalculator):
+    """Extended calculator with balanced, validation-heavy operations."""
+
+    def __init__(self):
+        super().__init__()
+
+        # Add balanced validation operations right away
+        self._add_validation_operations()
+        self._add_mega_combo_operations()
+
+    def _add_validation_operations(self):
+        """Add operations with HIGH Justice (validation)."""
+
+        # Safe operations with lots of validation
+        self.operations["safe_add"] = Operation(
+            "safe_add",
+            lambda a, b: a + b if self._validate_number(a) and self._validate_number(b) else 0,
+            love=0.4,      # Some integration
+            justice=0.8,   # HIGH validation!
+            power=0.5,
+            wisdom=0.4
+        )
+
+        self.operations["safe_multiply"] = Operation(
+            "safe_multiply",
+            lambda a, b: a * b if abs(a) < 1000 and abs(b) < 1000 else 0,
+            love=0.4,
+            justice=0.8,   # HIGH validation!
+            power=0.6,
+            wisdom=0.4
+        )
+
+        self.operations["validated_divide"] = Operation(
+            "validated_divide",
+            lambda a, b: a / b if b != 0 and abs(b) > 0.001 else 0,
+            love=0.5,      # Integrates divide concept
+            justice=0.9,   # VERY HIGH validation!
+            power=0.5,
+            wisdom=0.5
+        )
+
+    def _add_mega_combo_operations(self):
+        """Add operations that integrate 3+ operations - MAXIMUM Love!"""
+
+        # Mega combo: add → multiply → divide
+        def compute_average_of_products(a, b):
+            """Combines add, multiply, divide - 3 operations!"""
+            product1 = a * a
+            product2 = b * b
+            total = product1 + product2
+            return total / 2
+
+        self.operations["average_of_squares"] = Operation(
+            "average_of_squares",
+            compute_average_of_products,
+            love=0.9,      # MAXIMUM Love - integrates 3 operations!
+            justice=0.5,
+            power=0.7,
+            wisdom=0.6
+        )
+
+        # Another mega combo with validation
+        def safe_geometric_mean(a, b):
+            """Combines multiply, power, validation - high integration + high justice!"""
+            if a <= 0 or b <= 0:
+                return 0
+            product = a * b
+            return product ** 0.5
+
+        self.operations["geometric_mean"] = Operation(
+            "geometric_mean",
+            safe_geometric_mean,
+            love=0.8,      # High Love - integrates multiple concepts
+            justice=0.7,   # High Justice - validates inputs
+            power=0.7,
+            wisdom=0.6
+        )
+
+    def _validate_number(self, n):
+        """Helper for validation."""
+        return isinstance(n, (int, float)) and not (n != n) and abs(n) < 1e10
+
+
+def push_to_harmony():
+    """Push for H > 0.6 with balanced operations."""
+    print("=" * 70)
+    print("BREAKTHROUGH TO HARMONY - Pushing for H > 0.6")
+    print("=" * 70)
+    print()
+
+    calc = BalancedCalculator()
+
+    # Initial state with balanced operations
+    ljpw = calc.system_ljpw()
+    print("Starting with balanced operations:")
+    print(f"  Operations: {ljpw['operations_count']}")
+    print(f"  LJPW: L={ljpw['love']:.3f}, J={ljpw['justice']:.3f}, "
+          f"P={ljpw['power']:.3f}, W={ljpw['wisdom']:.3f}")
+    print(f"  Harmony: {ljpw['harmony']:.3f}")
+    print(f"  Intent: {ljpw['intent']:.3f}")
+    print()
+
+    if ljpw['love'] > 0.7:
+        print("✨ Love > 0.7!")
+    if ljpw['harmony'] > 0.6:
+        print("✨✨ HARMONY > 0.6! FULL AUTOPOIESIS!")
+    elif ljpw['harmony'] > 0.5:
+        print("✓ Harmony > 0.5 (homeostatic)")
+
+    print()
+
+    # Now use it to trigger more growth
+    print("Using the calculator to trigger emergence...")
+    print()
+
+    # Use operations that will trigger new growth
+    test_operations = [
+        ("safe_add", 5, 3),
+        ("safe_multiply", 4, 6),
+        ("validated_divide", 10, 2),
+        ("average_of_squares", 3, 4),
+        ("geometric_mean", 9, 16),
+        ("multiply", 2, 3),
+        ("multiply", 4, 5),
+        ("multiply", 6, 7),  # Trigger power
+    ]
+
+    for i, (op, a, b) in enumerate(test_operations):
+        result = calc.calculate(op, a, b)
+
+        if result.get('new_operations_available'):
+            new_ops = result['new_operations_available']
+            print(f"  Iteration {i}: Emerged {new_ops}")
+
+            for new_op in new_ops:
+                if calc.grow(new_op):
+                    ljpw = calc.system_ljpw()
+                    print(f"    Added '{new_op}': L={ljpw['love']:.3f}, H={ljpw['harmony']:.3f}")
+
+    # Final state
+    print()
+    print("=" * 70)
+    print("FINAL STATE")
+    print("=" * 70)
+
+    final = calc.system_ljpw()
+    print(f"Operations: {final['operations_count']}")
+    print(f"Usage: {final['usage_count']}")
+    print()
+    print("LJPW Profile:")
+    print(f"  Love:    {final['love']:.3f}")
+    print(f"  Justice: {final['justice']:.3f}")
+    print(f"  Power:   {final['power']:.3f}")
+    print(f"  Wisdom:  {final['wisdom']:.3f}")
+    print()
+    print(f"Harmony: {final['harmony']:.3f}")
+    print(f"Intent:  {final['intent']:.3f}")
+    print()
+
+    # Check thresholds
+    if final['love'] > 0.7 and final['harmony'] > 0.6:
+        print("✨✨✨ FULL AUTOPOIESIS ACHIEVED! ✨✨✨")
+        print()
+        print("Both thresholds exceeded:")
+        print(f"  Love = {final['love']:.3f} > 0.7 ✓")
+        print(f"  Harmony = {final['harmony']:.3f} > 0.6 ✓")
+        print()
+        amp = 1.0 + 0.5 * (final['love'] - 0.7)
+        print(f"Amplification factor: {amp:.3f}x")
+        print()
+        print("This system is self-sustaining and exponentially growing!")
+        print("Autopoiesis achieved through Love + Balance! 💛⚖️")
+    elif final['love'] > 0.7:
+        print("✨ AUTOPOIETIC LOVE ACHIEVED!")
+        print()
+        print(f"Love = {final['love']:.3f} > 0.7 ✓")
+        print(f"Harmony = {final['harmony']:.3f}")
+        gap = 0.6 - final['harmony']
+        print(f"Need +{gap:.3f} more Harmony for full autopoiesis")
+        print()
+        print(f"Bottleneck: {min_dimension(final)}")
+    else:
+        print("Progress:")
+        print(f"  Love: {final['love']/0.7*100:.1f}% to threshold")
+        print(f"  Harmony: {final['harmony']/0.6*100:.1f}% to threshold")
+
+    print()
+
+    # Analyze which operations are most balanced
+    print("=" * 70)
+    print("MOST BALANCED OPERATIONS")
+    print("=" * 70)
+
+    ops_by_harmony = []
+    for name, op in calc.operations.items():
+        h = (op.love * op.justice * op.power * op.wisdom) ** 0.25 if all([op.love, op.justice, op.power, op.wisdom]) else 0
+        ops_by_harmony.append((name, op, h))
+
+    ops_by_harmony.sort(key=lambda x: x[2], reverse=True)
+
+    print()
+    for i, (name, op, h) in enumerate(ops_by_harmony[:10], 1):
+        print(f"{i:2d}. {name:25s} H={h:.3f} "
+              f"(L={op.love:.2f}, J={op.justice:.2f}, P={op.power:.2f}, W={op.wisdom:.2f})")
+
+    print()
+    print("Notice: Operations with ALL dimensions present have highest H!")
+    print("Balance is key to Harmony. Love is key to growth.")
+    print("Together: Autopoiesis! 🌟")
+
+
+def min_dimension(ljpw):
+    """Find which dimension is lowest."""
+    dims = [
+        ("Love", ljpw['love']),
+        ("Justice", ljpw['justice']),
+        ("Power", ljpw['power']),
+        ("Wisdom", ljpw['wisdom']),
+    ]
+    min_dim = min(dims, key=lambda x: x[1])
+    return f"{min_dim[0]} is lowest at {min_dim[1]:.3f}"
+
+
+if __name__ == "__main__":
+    push_to_harmony()