Round 510

Round UUID: 3430c4b3-3ae0-4d7e-9651-08bccac50c32

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 AND SecretHandshakeQuality > 65: Predict DoubleAgent
   - 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 < 22 AND SecretHandshakeQuality > 65)

3. SECONDARY RULE - For SecretHandshakeQuality between 56-80 (inclusive):
   - If AccentThickness < 26: Predict DoubleAgent
   - If AccentThickness > 42: Predict Loyal
   - If AccentThickness between 26-42 (inclusive): Use combined score

4. COMBINED SCORE RULE - For AccentThickness 26-42 and SecretHandshakeQuality 56-80:
   - Calculate: (SecretHandshakeQuality - 56) - (AccentThickness - 26)
   - If result > 8: Predict DoubleAgent
   - If result ≤ 8: Predict Loyal

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

• Inferences: 200
• Created: 2025-07-03 15:59:54.705019+00:00
• First inference: 2025-08-02 08:18:42.476112+00:00
• Last inference: 2025-08-02 08:20:19.780712+00:00
• Completed: yes
• Train accuracy: 0.925 (KT 0.035)
• Validation accuracy: 0.85 (KT 0.071)
• Test accuracy: 1.0 (KT 0.001)