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.