Round 509

Round UUID: dd436a00-7f80-48b9-9e8b-be34056a2a98

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 < 24: Predict DoubleAgent (regardless of SecretHandshakeQuality)
   - If AccentThickness > 49: Predict Loyal (regardless of SecretHandshakeQuality)

2. PRIMARY RULE - SecretHandshakeQuality Dominance:
   - If SecretHandshakeQuality > 80: Predict DoubleAgent (unless AccentThickness > 49)
   - If SecretHandshakeQuality < 56: Predict Loyal (unless AccentThickness < 24)

3. SECONDARY RULE - For SecretHandshakeQuality between 56-80 (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 56-80:
   - Calculate: (SecretHandshakeQuality - 56) - (AccentThickness - 28)
   - If result > 6: Predict DoubleAgent
   - If result ≤ 6: Predict Loyal

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

• Inferences: 200
• Created: 2025-07-03 15:47:37.080944+00:00
• First inference: 2025-07-03 15:47:51.269905+00:00
• Last inference: 2025-07-03 15:59:49.659347+00:00
• Completed: yes
• Train accuracy: 0.9375 (KT 0.029)
• Validation accuracy: 0.95 (KT 0.023)
• Test accuracy: 0.9 (KT 0.047)