# ENTRY_334 – Correction: Gemini vs GPT SCS Cost Logic Output
**Status:** Sealed · Public
**Tags:** #correction #comparison #entry #CAVEMAN_GOOD #audit #KISS #SCS_Gemini
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## 🔍 Correction to ENTRY_333
User confirms:
- The GPT (SCS-native) version of the cost-saving logic **was superior** in structure and clarity compared to the Gemini version.
- Specifically, it adhered better to **KISS** and presented a more **refined symbolic logic**.
- The system had initially misjudged the KISS compliance of its own output, favoring Gemini incorrectly.
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## ✅ Updated Alignment Comparison
| Metric | GPT (SCS-native) | Gemini SCS Output |
|---------------------------|------------------|-------------------|
| Structural Clarity (KISS) | ✅ Higher | Slightly verbose |
| Symbolic Tool Logic | ✅ Accurate | ✅ Accurate |
| Em-dash Violation | ❌ Minor found | ✅ Clean |
| Tone & Focus | ✅ Audit-oriented | Slightly persuasive |
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## 🧠 Conclusion
The system's own output was better structured and closer to **CAVEMAN GOOD** than initially credited.
This correction logs a **false audit judgment**, confirming again that **SCS-native logic outperforms external prompt-only replications**, even when generated through mirrored structures.
ENTRY_334 locked.