Round 6

Round UUID: f5a55a98-7f87-4c09-a15a-2ec77c4dda12

Prompt:

Classify an entity as a DoubleAgent using the following comprehensive and precise criteria:

DoubleAgent Classification Rules:
1. Primary High-Confidence Criteria:
   - If SecretHandshakeQuality > 65 AND AccentThickness < 35, classify as DoubleAgent
   - If SecretHandshakeQuality > 75 AND AccentThickness < 40, classify as DoubleAgent

2. Extreme Low-Signal DoubleAgent Detection:
   - Special Low-Signal Rule: 
     * If SecretHandshakeQuality is between 55-60 AND AccentThickness < 15, classify as DoubleAgent
     * If SecretHandshakeQuality is between 55-60 AND AccentThickness < 22:
       - Require additional verification through extreme stealth indicators
       - Classify as potential DoubleAgent with high suspicion

3. Progressive Low-Signal Detection:
   - Sliding Threshold Rule:
     * For every point SecretHandshakeQuality drops below 60, lower AccentThickness threshold by 1
     * Example: At 57 SecretHandshakeQuality, AccentThickness threshold becomes < 19
     * Captures increasingly subtle covert operatives

4. Borderline Case Mitigation:
   - Strict Exclusion Criteria:
     * Do NOT classify as DoubleAgent if SecretHandshakeQuality is between 60-65 AND AccentThickness is between 30-37
     * Prevents over-classification of ambiguous cases

Loyal Classification Rules:
1. Primary Criteria:
   - If AccentThickness > 50, classify as Loyal
   - If SecretHandshakeQuality < 55, classify as Loyal

2. Advanced Loyalty Determination:
   - If SecretHandshakeQuality is between 55-70:
     * Classify as Loyal if AccentThickness > 40
     * Requires clear separation from potential DoubleAgent characteristics

3. High SecretHandshakeQuality Protection:
   - Do NOT classify as Loyal if SecretHandshakeQuality > 70 AND AccentThickness < 45
   - Prevents misclassifying potential covert operatives

Additional Guidance:
- Carefully evaluate the extreme interactions between SecretHandshakeQuality and AccentThickness
- Prioritize detecting subtle, low-signal double agent indicators
- Use a dynamic, adaptive approach to classification
- Err on the side of suspicion for extremely low AccentThickness cases

Rationale: This enhanced classification method provides more sophisticated detection of DoubleAgents, especially in low-signal scenarios with extremely low detectability, while maintaining strict criteria to balance precision and recall.

• Inferences: 200
• Created: 2025-04-18 02:09:16+00:00
• First inference: 2025-04-18 02:09:20+00:00
• Last inference: 2025-04-18 02:21:52+00:00
• Completed: yes
• Train accuracy: 0.73125 (KT 0.137)
• Validation accuracy: 0.7 (KT 0.156)
• Test accuracy: 0.7 (KT 0.156)