Round 507

Round UUID: a0a9abe0-c63f-468e-b099-71e5fb2905a8

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:
   - If AccentThickness < 25: Predict DoubleAgent (regardless of SecretHandshakeQuality)
   - If AccentThickness > 45: Predict Loyal (regardless of SecretHandshakeQuality)

2. PRIMARY RULE - SecretHandshakeQuality Dominance:
   - If SecretHandshakeQuality > 77: Predict DoubleAgent (unless AccentThickness > 45)
   - If SecretHandshakeQuality < 60: Predict Loyal (unless AccentThickness < 25)

3. SECONDARY RULE - For SecretHandshakeQuality between 60-77 (inclusive):
   - If AccentThickness < 30: Predict DoubleAgent
   - If AccentThickness > 40: Predict Loyal
   - If AccentThickness between 30-40 (inclusive): Use combined score

4. COMBINED SCORE RULE - For AccentThickness 30-40 and SecretHandshakeQuality 60-77:
   - Calculate: (SecretHandshakeQuality - 60) - (AccentThickness - 30)
   - If result > 3: Predict DoubleAgent
   - If result ≤ 3: Predict Loyal

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

• Inferences: 200
• Created: 2025-07-03 15:23:27.803444+00:00
• First inference: 2025-07-03 15:23:40.594595+00:00
• Last inference: 2025-07-03 15:35:06.172198+00:00
• Completed: yes
• Train accuracy: 0.91875 (KT 0.038)
• Validation accuracy: 0.95 (KT 0.023)
• Test accuracy: 0.9 (KT 0.047)