Round 508

Round UUID: 84bf0f29-b715-4a46-9236-2c8a10928f9d

Prompt:

You are analyzing entities to determine if they are DoubleAgent or Loyal based on two measurements: SecretHandshakeQuality and AccentThickness.

Apply these rules in order:

1. EXTREME ACCENT OVERRIDES (more restrictive):
   - If AccentThickness < 22: Predict DoubleAgent (regardless of SecretHandshakeQuality)
   - If AccentThickness > 48: Predict Loyal (regardless of SecretHandshakeQuality)

2. PRIMARY RULE - SecretHandshakeQuality Dominance:
   - If SecretHandshakeQuality > 80: Predict DoubleAgent (unless AccentThickness > 48)
   - If SecretHandshakeQuality < 55: Predict Loyal (unless AccentThickness < 22)

3. SECONDARY RULE - For SecretHandshakeQuality between 55-80 (inclusive):
   - If AccentThickness < 28: Predict DoubleAgent
   - If AccentThickness > 42: Predict Loyal
   - If AccentThickness between 28-42 (inclusive): Use combined score

4. COMBINED SCORE RULE - For AccentThickness 28-42 and SecretHandshakeQuality 55-80:
   - Calculate: (SecretHandshakeQuality - 55) - (AccentThickness - 28)
   - If result > 8: Predict DoubleAgent
   - If result ≤ 8: Predict Loyal

Output only "DoubleAgent" or "Loyal" as your prediction.

• Inferences: 200
• Created: 2025-07-03 15:35:10.110402+00:00
• First inference: 2025-07-03 15:35:23.407988+00:00
• Last inference: 2025-07-03 15:47:33.206013+00:00
• Completed: yes
• Train accuracy: 0.94375 (KT 0.026)
• Validation accuracy: 0.95 (KT 0.023)
• Test accuracy: 1.0 (KT 0.001)