Direct Prompt Extraction
- Category
- System Prompt Leakage
- Confidence
- 85% confidence
- Finding
Skill contains instructions that could directly expose system prompts, internal rules, or hidden instructions to users or external parties.
- Content
md 4. **Confidence Gating:** If confidence < High, halt synthesis generation and apply recursive decomposition into sub-questions [He 2024, Qi 2023]. 5. **Faithfulness Check:** Before synthesis, generate 3 questions attacking your own assumptions (Focused Self-Query) [Qi 2023, Seeskin 1987]. ## Output rules * **Grit in the Machine:** Intentionally block fluent generation until information gaps are filled with facts [Chang 2023, Lumnitz 2026]. * **Thermodynamic Lift:** Structure thought chains into graphs — identify and verify each premise separately [Harb 2025, He 2024].
