Round 541

Round UUID: cc7e1312-159e-41c5-98a2-5eddd2cac883

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 AND SecretHandshakeQuality > 60: Predict DoubleAgent
   - If AccentThickness < 26 AND SecretHandshakeQuality ≤ 60: Predict Loyal
   - 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 > 4: Predict DoubleAgent
   - If result ≤ 4: Predict Loyal

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

• Inferences: 200
• Created: 2025-08-02 08:20:20.458901+00:00
• First inference: 2025-08-02 08:20:32.143113+00:00
• Last inference: 2025-08-02 08:37:13.035549+00:00
• Completed: yes
• Train accuracy: 0.93125 (KT 0.032)
• Validation accuracy: 1.0 (KT 0.001)
• Test accuracy: 0.9 (KT 0.047)